Machine Learning Fundamentals A Python-Based Course

Files Included :
FileName :001 Course Overview.mp4 | Size: (69.36 MB)
FileName :001 Lesson 1 1 Biggest Milestones in AI History.mp4 | Size: (77.14 MB)
FileName :002 Lesson 1 2 Artificial Intelligence Principles.mp4 | Size: (90.33 MB)
FileName :001 Lesson 2 1 Introduction to the Mathematical Principles of Machine Learning.mp4 | Size: (154.08 MB)
FileName :002 Lesson 2 2 Vectors.mp4 | Size: (126.46 MB)
FileName :003 Lesson 2 3 Matrices Basics.mp4 | Size: (170.21 MB)
FileName :004 Lesson 2 4 Matrices Decomposition.mp4 | Size: (104.27 MB)
FileName :001 Lesson 3 1 Introduction to the Statistical Principles of Machine Learning.mp4 | Size: (127.49 MB)
FileName :002 Lesson 3 2 Probability Distributions.mp4 | Size: (116.83 MB)
FileName :003 Lesson 3 3 Descriptive Statistics Basics for Machine Learning - Measures of Central Tendency.mp4 | Size: (108.8 MB)
FileName :004 Lesson 3 4 Descriptive Statistics Basics for Machine Learning - Measures of Dispersion.mp4 | Size: (117.23 MB)
FileName :005 Lesson 3 5 Statistical Inference and Modeling Basics.mp4 | Size: (129.3 MB)
FileName :001 Lesson 4 1 Supervision in Machine Learning.mp4 | Size: (165.77 MB)
FileName :002 Lesson 4 2 Introduction to Feature Engineering.mp4 | Size: (161.73 MB)
FileName :003 Lesson 4 3 Intro to Regression and Regression Metrics.mp4 | Size: (99.35 MB)
FileName :004 Lesson 4 4 Linear Regression Basics - Closed-form solution.mp4 | Size: (129.73 MB)
FileName :005 Lesson 4 5 Linear Regression Basics - Multivariate Regression.mp4 | Size: (69.68 MB)
FileName :006 Lesson 4 6 Linear Regression in Python - Simple and Multivariate Regression.mp4 | Size: (125.4 MB)
FileName :007 Lesson 4 7 Linear Regression in Python - Testing the Assumptions.mp4 | Size: (141.76 MB)
FileName :008 Lesson 4 8 Intro to Classification.mp4 | Size: (56.71 MB)
FileName :009 Lesson 4 9 Classification Metrics.mp4 | Size: (146.58 MB)
FileName :010 Lesson 4 10 Class Imbalance Problems.mp4 | Size: (153.74 MB)
FileName :011 Lesson 4 11 Logistic Regression Basics.mp4 | Size: (111.54 MB)
FileName :012 Lesson 4 12 Decision Trees Basics.mp4 | Size: (156.68 MB)
FileName :013 Lesson 4 13 Supervised Learning in Python.mp4 | Size: (194.05 MB)
FileName :014 Lesson 4 14 Introduction to Hyperparameter Optimization.mp4 | Size: (163.64 MB)
FileName :001 Lesson 5 1 Unsupervised Machine Learning.mp4 | Size: (106.81 MB)
FileName :002 Lesson 5 2 Clustering Basics.mp4 | Size: (62 MB)
FileName :003 Lesson 5 3 k-Means Clustering.mp4 | Size: (141.44 MB)
FileName :004 Lesson 5 4 Principal Component Analysis (PCA) Basics.mp4 | Size: (119.91 MB)
FileName :005 Lesson 5 5 Unsupervised Learning in Python.mp4 | Size: (163.25 MB)
FileName :001 Lesson 6 1 Introduction to Natural Language Processing (NLP).mp4 | Size: (133.5 MB)
FileName :002 Lesson 6 2 Text Representation Methods - Part 1 Bag-of-Words & N-Grams.mp4 | Size: (104.49 MB)
FileName :003 Lesson 6 3 Text Representation Methods - Part 2 TF-IDF Method.mp4 | Size: (123.61 MB)
FileName :004 Lesson 6 4 Text Representation Methods - Part 3 Word Embeddings.mp4 | Size: (76.88 MB)]
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