Udemy - Principal ML Engineer 2026 - Agentic and Sovereign Systems
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 180 B |
| ~Get Your Files Here !/1 - Introduction/1. Introduction.mp4 | 97.35 MB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/100. Lab 10 — Autonomous ML Pipelines.html | 13.38 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/90. Advanced AI Systems & Autonomy.mp4 | 152.45 MB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/91. Lab 1 — Reinforcement Learning Fundamentals.html | 12.74 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/92. Lab 2 — Deep Reinforcement Learning Systems.html | 14.65 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/93. Lab 3 — Generative Models (GANs, VAEs).html | 15.33 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/94. Lab 4 — Diffusion Models Architecture.html | 12.61 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/95. Lab 5 — LLM Agent Systems.html | 12.96 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/96. Lab 6 — Multi-Agent Coordination Protocols.html | 12.95 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/97. Lab 7 — Distributed Training Systems.html | 13.31 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/98. Lab 8 — GPU Cluster Optimization.html | 12.92 KB |
| ~Get Your Files Here !/10 - Advanced AI Systems & Autonomy/99. Lab 9 — Model Compression & Quantization.html | 13.31 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/101. Sovereign AI & PhD-Level Capstone.mp4 | 161.32 MB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/102. Lab 1 — AI Security & Adversarial Robustness.html | 13.76 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/103. Lab 2 — Data Sovereignty Architecture.html | 13.21 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/104. Lab 3 — Compliance-Aware ML Systems.html | 13.76 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/105. Lab 4 — Federated Learning Systems.html | 13.03 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/106. Lab 5 — On-Device ML Deployment.html | 13.79 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/107. Lab 6 — Cross-Border Data Pipeline Design.html | 14.18 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/108. Lab 7 — Enterprise AI Governance Systems.html | 13.43 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/109. Lab 8 — Self-Healing ML Infrastructure.html | 14.93 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/110. Lab 9 — Autonomous AI Operating System Design.html | 12.89 KB |
| ~Get Your Files Here !/11 - Sovereign AI & PhD-Level Capstone/111. Lab 10 — PhD-Level Global ML Capstone System.html | 30.12 KB |
| ~Get Your Files Here !/12 - Conclusion/112. Conclusion.mp4 | 52.18 MB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/10. Lab 08 — Statistics for Model Evaluation.html | 12.7 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/11. Lab 09 — First Linear Regression Model from Scratch.html | 12.41 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/12. Lab 10 — First End-to-End ML Pipeline Execution.html | 11.72 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/2. ML Foundations & Environment Mastery.mp4 | 169.76 MB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/3. Lab 01 — Production-Grade ML Environment Setup.html | 12.95 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/4. Lab 02 — Python for High-Performance ML Engineering.html | 12.73 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/5. Lab 03 — NumPy Vectorized Computation Deep Dive.html | 13.03 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/6. Lab 04 — Pandas for Large-Scale Data Handling.html | 12.64 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/7. Lab 05 — Data Visualization for Model Insight.html | 12.22 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/8. Lab 06 — Linear Algebra for ML Systems.html | 12.98 KB |
| ~Get Your Files Here !/2 - ML Foundations & Environment Mastery/9. Lab 07 — Probability Foundations for Engineers.html | 12.21 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/13. Data Engineering & Feature Systems.mp4 | 137.03 MB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/14. Lab 1 — Data Cleaning at Scale.html | 11.34 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/15. Lab 2 — Missing Data Imputation Strategies.html | 13.36 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/16. Lab 3 — Feature Encoding Architectures.html | 13.28 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/17. Lab 4 — Feature Scaling and Normalization Systems.html | 13.79 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/18. Lab 5 — Outlier Detection Pipelines.html | 13.96 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/19. Lab 6 — Data Leakage Prevention Techniques.html | 13.39 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/20. Lab 7 — Feature Engineering for Tabular Intelligence.html | 13.03 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/21. Lab 8 — Building Reusable Feature Pipelines.html | 13.54 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/22. Lab 9 — Introduction to Feature Stores.html | 14.1 KB |
| ~Get Your Files Here !/3 - Data Engineering & Feature Systems/23. Lab 10 — Production Data Validation Systems.html | 13.63 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/24. Classical Machine Learning Algorithms.mp4 | 144.1 MB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/25. Lab 1 — Logistic Regression in Production Context.html | 13.33 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/26. Lab 2 — Decision Trees Architecture Deep Dive.html | 12.72 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/27. Lab 3 — Random Forest Optimization.html | 13.74 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/28. Lab 4 — Gradient Boosting Systems (XGBoost LightGBM).html | 12.73 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/29. Lab 5 — Support Vector Machines at Scale.html | 12.99 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/30. Lab 6 — KNN Optimization Strategies.html | 13.8 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/31. Lab 7 — Naive Bayes in Real Applications.html | 12.79 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/32. Lab 8 — Clustering Algorithms (K-Means, DBSCAN).html | 13.86 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/33. Lab 9 — Dimensionality Reduction (PCA, t-SNE).html | 12.64 KB |
| ~Get Your Files Here !/4 - Classical Machine Learning Algorithms/34. Lab 10 — Model Selection Frameworks.html | 13.38 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/35. Model Evaluation & Reliability.mp4 | 158.81 MB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/36. Lab 1 — Train Test Validation Architecture Design.html | 13.36 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/37. Lab 2 — Cross Validation at Scale.html | 13.57 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/38. Lab 3 — Precision-Recall Engineering.html | 13.84 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/39. Lab 4 — ROC-AUC System Design.html | 13.9 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/40. Lab 5 — Bias-Variance Diagnostics.html | 13.1 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/41. Lab 6 — Overfitting Control Systems.html | 13.99 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/42. Lab 7 — Model Drift Detection.html | 12.8 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/43. Lab 8 — Explainability with SHAP LIME.html | 13.75 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/44. Lab 9 — Model Monitoring Pipelines.html | 14.37 KB |
| ~Get Your Files Here !/5 - Model Evaluation & Reliability/45. Lab 10 — Production Model Validation Gates.html | 12.62 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/46. Deep Learning Foundations.mp4 | 207.62 MB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/47. Lab 1 — Neural Network Architecture Fundamentals.html | 12.31 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/48. Lab 2 — Backpropagation Engineering Deep Dive.html | 13.37 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/49. Lab 3 — PyTorch Production Setup.html | 12.98 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/50. Lab 4 — TensorFlow vs PyTorch Systems Comparison.html | 13 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/51. Lab 5 — Activation Functions Optimization.html | 12.59 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/52. Lab 6 — Loss Functions Engineering.html | 12.9 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/53. Lab 7 — Optimizers (Adam, SGD, RMSProp).html | 13.3 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/54. Lab 8 — Batch Normalization Systems.html | 14.27 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/55. Lab 9 — Regularization Techniques.html | 13.6 KB |
| ~Get Your Files Here !/6 - Deep Learning Foundations/56. Lab 10 — Training First Deep Neural Network.html | 13.35 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/57. Computer Vision Systems.mp4 | 128.84 MB |
| ~Get Your Files Here !/7 - Computer Vision Systems/58. Lab 1 — CNN Architecture Fundamentals.html | 13.26 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/59. Lab 2 — Image Preprocessing Pipelines.html | 14.11 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/60. Lab 3 — Transfer Learning Systems.html | 13.06 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/61. Lab 4 — Object Detection Architectures.html | 13.77 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/62. Lab 5 — Image Segmentation Models.html | 14.32 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/63. Lab 6 — Lab #56 — YOLO-Based Real-Time Detection (Production-Grade Edge AI Pipel.html | 13.43 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/64. Lab 7 — Vision Transformers (ViT).html | 13.71 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/65. Lab 8 — GPU Acceleration for Vision Models.html | 12.07 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/66. Lab 9 — Edge Vision Deployment.html | 12.35 KB |
| ~Get Your Files Here !/7 - Computer Vision Systems/67. Lab 10 — Vision Model Optimization.html | 13.69 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/68. NLP & Transformer Systems.mp4 | 155.47 MB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/69. Lab 1 — NLP Pipeline Architecture.html | 12.61 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/70. Lab 2 — Text Preprocessing at Scale.html | 14.19 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/71. Lab 3 — Word Embeddings (Word2Vec, GloVe).html | 12.84 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/72. Lab 4 — RNN and LSTM Systems.html | 13.32 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/73. Lab 5 — Attention Mechanisms.html | 12.99 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/74. Lab 6 — Transformer Architecture Deep Dive.html | 13.97 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/75. Lab 7 — BERT-based Models.html | 14.19 KB |
| ~Get Your Files Here !/8 - NLP & Transformer Systems/76. Lab 8 — GPT-style Model Internals.html | 13.4 KB |
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