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The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"d6dcdf038077118385e637b8\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are divided on teaching clarity; some find the professor inspiring and helpful, while others describe lectures as dry, confusing, and lacking examples.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor is a nice person. Homeworks and exams are just fine.. But the final project is really a disturbing case. I cannot even understand what the questions mean, and the experiments that should be conducted on TF32J (a java program) is also hard, the software itself is not hard but it is hard to get what the project wants us to do.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-13 22:18:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c23c84721b36bc5ce94f47c5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MDU3MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"c23c84721b36bc5ce94f47c5\",\"d6dcdf038077118385e637b8\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The final project is frequently cited as confusing and difficult, with students struggling to understand requirements and the software used.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Lecture notes are described as handwritten, old, and poorly organized, though some students appreciate the availability of a textbook and recorded lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"I am noticing a lot of people are talking down about the way he teaches ECE 376 which has been using flipped classroom format for sometime now and is not structed in a way that Paul gets to choose so no sense in complaining about that. In terms of ECE 436, he posts all notes and records all lectures. Will take time to answer any and all questions.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-08 05:29:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c91c3445c48bca9180124df5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTgxNjI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"c91c3445c48bca9180124df5\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The professor is widely regarded as a nice, accessible, and generous person, but his teaching methods and course materials receive mixed to negative reviews.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"bd552fc951e47705e1653d71de3329bc1640e7106a430f66bf8db25052ddb86d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E 203or330), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":203,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 203\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"330\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"bd552fc951e47705e1653d71de3329bc1640e7106a430f66bf8db25052ddb86d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 203\",\"field\":\"description\",\"quote\":\"Introduction to the signals, information, and computational techniques in electrical engineering.\"},{\"course_id\":\"ECE 330\",\"field\":\"description\",\"quote\":\"Time-domain response and convolution; frequency-domain response using Fourier series, Fourier transform, Laplace transform; discrete Fourier series and transform; sampling; z-transform; relationships between time and frequency descriptions of discrete and continuous signals and systems.\"}],\"text\":\"Foundational knowledge in signals, information theory, and system analysis via Fourier and Laplace transforms.\"}],\"search_phrases\":[\"communication systems modulation\",\"signal processing Fourier transform\",\"ECE 436 communication theory\",\"amplitude frequency modulation\",\"pulse code modulation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Amplitude, frequency, pulse, and pulse-code modulation.\"}],\"text\":\"Understanding various modulation schemes including AM, FM, PM, and PCM.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Narrow-band noise representation and signal-to-noise ratios for various modulation schemes.\"}],\"text\":\"Analyzing noise impact and signal-to-noise ratios in communication systems.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Pulse shaping, timing recovery, carrier synchronization, and equalization.\"}],\"text\":\"Implementing pulse shaping, timing recovery, carrier synchronization, and equalization techniques.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Sampling, quantization and coding.\"}],\"text\":\"Applying sampling, quantization, and coding principles.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"title\",\"quote\":\"COMMUNICATION SYSTEMS I\"},{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Amplitude, frequency, pulse, and pulse-code modulation. Narrow-band noise representation and signal-to-noise ratios for various modulation schemes. Pulse shaping, timing recovery, carrier synchronization, and equalization. Sampling, quantization and coding.\"}],\"text\":\"Communication Systems I covers modulation, noise analysis, synchronization, and sampling techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Amplitude, frequency, pulse, and pulse-code modulation.\"}],\"text\":\"Modulation schemes (AM, FM, PM, PCM)\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Narrow-band noise representation and signal-to-noise ratios\"}],\"text\":\"Noise representation and SNR\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Pulse shaping, timing recovery, carrier synchronization, and equalization.\"}],\"text\":\"Pulse shaping and synchronization\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Sampling, quantization and coding.\"}],\"text\":\"Sampling and quantization\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"bd552fc951e47705e1653d71de3329bc1640e7106a430f66bf8db25052ddb86d","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"d6dcdf038077118385e637b8\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are divided on teaching clarity; some find the professor inspiring and helpful, while others describe lectures as dry, confusing, and lacking examples.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor is a nice person. Homeworks and exams are just fine.. But the final project is really a disturbing case. I cannot even understand what the questions mean, and the experiments that should be conducted on TF32J (a java program) is also hard, the software itself is not hard but it is hard to get what the project wants us to do.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-13 22:18:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c23c84721b36bc5ce94f47c5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MDU3MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"c23c84721b36bc5ce94f47c5\",\"d6dcdf038077118385e637b8\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The final project is frequently cited as confusing and difficult, with students struggling to understand requirements and the software used.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Lecture notes are described as handwritten, old, and poorly organized, though some students appreciate the availability of a textbook and recorded lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"I am noticing a lot of people are talking down about the way he teaches ECE 376 which has been using flipped classroom format for sometime now and is not structed in a way that Paul gets to choose so no sense in complaining about that. In terms of ECE 436, he posts all notes and records all lectures. Will take time to answer any and all questions.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-08 05:29:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c91c3445c48bca9180124df5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTgxNjI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"c91c3445c48bca9180124df5\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The professor is widely regarded as a nice, accessible, and generous person, but his teaching methods and course materials receive mixed to negative reviews.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"bd552fc951e47705e1653d71de3329bc1640e7106a430f66bf8db25052ddb86d","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"4d4c293cc5d52f0981a0534809ac2cebe8475d694e68f8d464ff5ec785d51701\",\"course_id\":\"ECE 436\",\"current_instructors\":[{\"instructor_uid\":\"instructor_17ad9703a339fc48f01aeb0e\",\"message\":\"Summary generation failed\",\"name\":\"Paul Milenkovic\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:131224\",\"summary\":[{\"citations\":[{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 68.8% A/AB (n=16 letter grades); 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Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_17ad9703a339fc48f01aeb0e\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54ba0b2c81dc751a78abbac10005ded94fb3b8a75b51cd9df4baa65866383ef0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E 203or330), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":203,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 203\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"330\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54ba0b2c81dc751a78abbac10005ded94fb3b8a75b51cd9df4baa65866383ef0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 203\",\"field\":\"description\",\"quote\":\"Introduction to the signals, information, and computational techniques in electrical engineering.\"},{\"course_id\":\"ECE 330\",\"field\":\"description\",\"quote\":\"Time-domain response and convolution; frequency-domain response using Fourier series, Fourier transform, Laplace transform; discrete Fourier series and transform; sampling; z-transform; relationships between time and frequency descriptions of discrete and continuous signals and systems.\"}],\"text\":\"Foundational knowledge in signals, information theory, and system analysis via Fourier and Laplace transforms.\"}],\"search_phrases\":[\"communication systems modulation\",\"signal processing Fourier transform\",\"ECE 436 communication theory\",\"amplitude frequency modulation\",\"pulse code modulation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Amplitude, frequency, pulse, and pulse-code modulation.\"}],\"text\":\"Understanding various modulation schemes including AM, FM, PM, and PCM.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Narrow-band noise representation and signal-to-noise ratios for various modulation schemes.\"}],\"text\":\"Analyzing noise impact and signal-to-noise ratios in communication systems.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Pulse shaping, timing recovery, carrier synchronization, and equalization.\"}],\"text\":\"Implementing pulse shaping, timing recovery, carrier synchronization, and equalization techniques.\"},{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Sampling, quantization and coding.\"}],\"text\":\"Applying sampling, quantization, and coding principles.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 436\",\"field\":\"title\",\"quote\":\"COMMUNICATION SYSTEMS I\"},{\"course_id\":\"ECE 436\",\"field\":\"description\",\"quote\":\"Amplitude, frequency, pulse, and pulse-code modulation. 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The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"d6dcdf038077118385e637b8\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are divided on teaching clarity; some find the professor inspiring and helpful, while others describe lectures as dry, confusing, and lacking examples.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor is a nice person. Homeworks and exams are just fine.. But the final project is really a disturbing case. I cannot even understand what the questions mean, and the experiments that should be conducted on TF32J (a java program) is also hard, the software itself is not hard but it is hard to get what the project wants us to do.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-13 22:18:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c23c84721b36bc5ce94f47c5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MDU3MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Honestly, I don't really know what happened in this class. Dr Milenkovic is very nice but a confusing professor. He would read off his slides and explain it but without examples it was confusing. The final project is confusing but he will walk you through it if you go to office hours. He is always more than willing to help.\",\"course_id\":\"ECE 436\",\"date\":\"2022-01-23 18:50:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6dcdf038077118385e637b8\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"c23c84721b36bc5ce94f47c5\",\"d6dcdf038077118385e637b8\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"The final project is frequently cited as confusing and difficult, with students struggling to understand requirements and the software used.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"437, not 436. Lectures are all handwritten and over two years old, confusing and awkward. I just took the first exam and feel confident on about 15%, and all 6 of the rest of us in the class feel the same way. Will answer questions enthusiastically. Really don't take 437 as I don't see any applications, barely can understand any of the material.\",\"course_id\":\"ECE 436\",\"date\":\"2023-03-08 20:44:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"366a6a5a3d8e243f7b45a115\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":3,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"366a6a5a3d8e243f7b45a115\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Lecture notes are described as handwritten, old, and poorly organized, though some students appreciate the availability of a textbook and recorded lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Don't know about the ECE376 class but his ECE436 and 437 classes are great. The class notes are handwritten and the textbook is a bit old, but the class comes with projects based on a handy Java DSP program developed by him. Prof. Milenkovic is an inspiring professor without being demanding at all. These many bad reviews don't seem fair to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-09-08 16:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"56a5bbf23f219eff18619118\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Professor Milenkovic is a really good person. He is willing to answer any of your questions, and he is accessible by Email all the time. He also grades generously. But his lectures are a bit dry, and the lecture notes are not well organized. However, there is a textbook to follow, so it is not a big problem to me.\",\"course_id\":\"ECE 436\",\"date\":\"2020-10-25 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"90228e76cd51212eb6b50d1c\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"I am noticing a lot of people are talking down about the way he teaches ECE 376 which has been using flipped classroom format for sometime now and is not structed in a way that Paul gets to choose so no sense in complaining about that. In terms of ECE 436, he posts all notes and records all lectures. Will take time to answer any and all questions.\",\"course_id\":\"ECE 436\",\"date\":\"2020-12-08 05:29:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c91c3445c48bca9180124df5\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzOTgxNjI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"},{\"comment\":\"Taking ECE 432 and 436 with him right now, he makes you use this program that he made in like the 90s, and it is so bad and hard to use and you don't learn anything in his classes, he's a nice guy but hes so old and is a terrible teacher and I'd never reccomend anyone to take his class\",\"course_id\":\"ECE 436\",\"date\":\"2025-11-06 21:41:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0c980c4ff1f8cfc2ca3e3621\",\"instructor_id\":\"rmp:131224\",\"instructor_name\":\"Paul Milenkovic\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\"}],\"evidence_count\":4,\"review_ids\":[\"56a5bbf23f219eff18619118\",\"90228e76cd51212eb6b50d1c\",\"c91c3445c48bca9180124df5\",\"0c980c4ff1f8cfc2ca3e3621\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:131224\",\"name\":\"Paul Milenkovic\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The professor is widely regarded as a nice, accessible, and generous person, but his teaching methods and course materials receive mixed to negative reviews.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4bab507174f00d6393e58c91","course_id":"ECE 436","catalog_version_id":"ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e","record_version_id":"2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54ba0b2c81dc751a78abbac10005ded94fb3b8a75b51cd9df4baa65866383ef0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4d4c293cc5d52f0981a0534809ac2cebe8475d694e68f8d464ff5ec785d51701\",\"course_id\":\"ECE 436\",\"current_instructors\":[{\"instructor_uid\":\"instructor_17ad9703a339fc48f01aeb0e\",\"message\":null,\"name\":\"Paul Milenkovic\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:131224\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-09-08 16:41:15 +0000 UTC\",\"review_id\":\"56a5bbf23f219eff18619118\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-10-25 18:00:22 +0000 UTC\",\"review_id\":\"90228e76cd51212eb6b50d1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-12-08 05:29:53 +0000 UTC\",\"review_id\":\"c91c3445c48bca9180124df5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzOTgxNjI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"}],\"text\":\"Paul Milenkovic is accessible and generous, with students appreciating his willingness to help. However, his lectures are described as dry and his notes as disorganized, though some find the textbook sufficient to follow.\"},{\"citations\":[{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-12-13 22:18:56 +0000 UTC\",\"review_id\":\"c23c84721b36bc5ce94f47c5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM0MDU3MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2022-01-23 18:50:11 +0000 UTC\",\"review_id\":\"d6dcdf038077118385e637b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2025-11-06 21:41:56 +0000 UTC\",\"review_id\":\"0c980c4ff1f8cfc2ca3e3621\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"}],\"text\":\"The final project and Java DSP software cause mixed reactions. Reviewers report confusion over project requirements, while others find the software itself difficult to use and hindering to learning.\"},{\"citations\":[{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 68.8% A/AB (n=16 letter grades); Fall 2024: 3.50 GPA, 81.2% A/AB (n=32 letter grades); Fall 2025: 3.65 GPA, 83.3% A/AB (n=30 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-12-13 22:18:56 +0000 UTC\",\"review_id\":\"c23c84721b36bc5ce94f47c5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM0MDU3MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2022-01-23 18:50:11 +0000 UTC\",\"review_id\":\"d6dcdf038077118385e637b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2025-11-06 21:41:56 +0000 UTC\",\"review_id\":\"0c980c4ff1f8cfc2ca3e3621\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"}],\"text\":\"The final project and required Java DSP software are frequently cited as confusing and difficult to navigate.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-09-08 16:41:15 +0000 UTC\",\"review_id\":\"56a5bbf23f219eff18619118\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzNjM0NzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-10-25 18:00:22 +0000 UTC\",\"review_id\":\"90228e76cd51212eb6b50d1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-12-08 05:29:53 +0000 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Milenkovic\",\"review_date\":\"2023-03-08 20:44:36 +0000 UTC\",\"review_id\":\"366a6a5a3d8e243f7b45a115\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM3NDg5NTY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2025-11-06 21:41:56 +0000 UTC\",\"review_id\":\"0c980c4ff1f8cfc2ca3e3621\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTQxODE5MDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"}],\"text\":\"Paul Milenkovic is consistently described as accessible and helpful, though reviews diverge sharply on his teaching effectiveness and course materials.\"},{\"citations\":[{\"course_id\":\"ECE 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letter grades); Fall 2025: 3.65 GPA, 83.3% A/AB (n=30 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-10-25 18:00:22 +0000 UTC\",\"review_id\":\"90228e76cd51212eb6b50d1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzNzMyMjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2020-12-08 05:29:53 +0000 UTC\",\"review_id\":\"c91c3445c48bca9180124df5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTMzOTgxNjI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"},{\"instructor_name\":\"Paul Milenkovic\",\"review_date\":\"2022-01-23 18:50:11 +0000 UTC\",\"review_id\":\"d6dcdf038077118385e637b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131224\",\"source_review_id\":\"UmF0aW5nLTM1Nzg2ODgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131224\",\"type\":\"review\"}],\"text\":\"Lectures are often criticized as dry or confusing, but students note that office hours and email support are reliable resources.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"source_record\":{\"entity_id\":\"c7ed524b-8bc9-30d8-bff5-38c956ffd47b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ECE 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Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]