| Stored files |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 1_Introduction\1.Course introduction.mp4" | 460,755,416 | 796E60D6 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 1_Introduction\2.Setup of the Anaconda Cloud Notebook.mp4" | 183,100,287 | F4A35F01 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 1_Introduction\3.Download and installation of the Anaconda Distribution (optional).mp4" | 108,600,333 | 8D9BE1B5 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 1_Introduction\4.The Conda Package Management System (optional).mp4" | 494,578,832 | 19C4637B |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\10.Python Strings and DateTime Objects.mp4" | 660,019,327 | 964829EC |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\12.Python Set.mp4" | 127,749,505 | 0F642475 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\13.Python Tuple.mp4" | 131,598,156 | 10CE8893 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\14.Python Dictionary.mp4" | 243,661,898 | 16B01FA8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\15.Python List.mp4" | 211,526,005 | FA04DD12 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\17.Python While Loop.mp4" | 195,834,414 | C89A9B1B |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\18.Python For Loop.mp4" | 260,919,894 | 7F2F403A |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\19.Python Conditional Code Branching and Logic Operators.mp4" | 225,099,607 | 89CE655C |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\20.Python Function Theory.mp4" | 183,267,588 | 708EFA10 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\21.Python Functions_ create your own functions.mp4" | 287,649,865 | 423DF648 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\23.Python Object Oriented Programming_ Some Theory.mp4" | 213,873,784 | C84AD9DC |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\24.Python Object Oriented Programming II_ OOP.mp4" | 440,667,589 | 7CA7C200 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\25.Python Object Oriented Programming III_ Files and Tables.mp4" | 359,967,006 | FE960D6E |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\26.Python Object Oriented Programming IV_ Recap and More.mp4" | 547,644,183 | CC3024D4 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\5.Overview.mp4" | 352,202,514 | 663980BC |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\7.Python Floats.mp4" | 389,002,325 | 17558BE2 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\8.Python Strings.mp4" | 151,647,992 | FF089E16 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 2_Master Python for data handling\9.Python String Methods.mp4" | 241,638,405 | D10A1D59 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\27.Master Pandas for Data Handling_ Overview.mp4" | 109,384,146 | 7F99E378 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\28.Pandas Theory and Terminology.mp4" | 121,649,174 | 34D9D187 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\29.Creating a DataFrame from scratch.mp4" | 265,480,562 | 6579889E |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\31.Pandas File Handling_ The _csv file format.mp4" | 136,795,506 | 372E43C3 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\32.Pandas File Handling_ The _xlsx file format.mp4" | 207,558,674 | 29BB2A3D |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\37.Pandas Operations & Techniques_ Column Selections.mp4" | 119,414,864 | C3120767 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\39.Pandas Operations & Techniques_ Conditional Selections.mp4" | 112,615,849 | 4F529D07 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\40.Pandas Operations & Techniques_ Scalers and Standardization_.mp4" | 162,260,442 | A5B242F4 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\41.Pandas Operations & Techniques_ Concatenate DataFrames.mp4" | 228,318,610 | D730C4EB |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\42.Pandas Operations & Techniques_ Joining DataFrames.mp4" | 144,046,558 | 87DCD9B1 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\43.Pandas Operations & Techniques_ Merging DataFrames.mp4" | 328,946,427 | 1520DDD0 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\44.Pandas Operations & Techniques_ Transpose & Pivot Functions.mp4" | 262,701,417 | 1CD1E084 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\47.Pandas Data Preparation III_ Duplicates.mp4" | 127,791,836 | E7285CF0 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\48.Pandas Data Preparation IV_ Missing Data & Imputation.mp4" | 473,018,475 | C188921D |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\49.Pandas Data Preparation V_ Data Binnings [Extra Video].mp4" | 210,753,703 | 7A3777FE |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\50.Pandas Data Preparation VI_ Indicator Features [Extra Video].mp4" | 169,566,873 | 058E4F1C |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\53.Pandas Data Description III_ Descriptive Statistics.mp4" | 154,701,728 | D88FD83D |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\54.Pandas Data Description IV_ Crosstabulations & Groupings.mp4" | 142,096,774 | 5FB1861F |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\56.Pandas Data Visualization II_ Histograms.mp4" | 244,333,716 | D5EEE7A8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\57.Pandas Data Visualization III_ Boxplots.mp4" | 112,704,328 | F7F5C25F |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\58.Pandas Data Visualization IV_ Scatterplots.mp4" | 205,376,010 | 6BA1B339 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\59.Pandas Data Visualization V_ Pie Charts.mp4" | 208,606,788 | D892A823 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 3_Master Pandas for Data Handling\60.Pandas Data Visualization VI_ Line plots.mp4" | 387,447,974 | A388E9CF |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\62.The Traditional Simple Regression Model (II).mp4" | 239,237,805 | 8F8915A0 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\63.The Traditional Simple Regression Model (III).mp4" | 365,496,198 | 340FBD38 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\66.Linear Multiple Regression model (VI).mp4" | 454,076,944 | DF540E6F |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\67.Linear Multiple Regression model (VII).mp4" | 293,430,782 | C43E9522 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\68.Multivariate Polynomial Multiple Regression models (VIII).mp4" | 106,652,185 | E58C87EB |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\69.Multivariate Polynomial Multiple Regression models (VIIII).mp4" | 632,912,179 | 7EE3A074 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\71.Decision Tree Regression models (XI).mp4" | 721,503,795 | 4AFEDF1E |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\72.Random Forest Regression (XII).mp4" | 506,310,361 | B5285D29 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 4_Master Regression and Prediction with Machine Learning models\73.Voting Regression (XIII).mp4" | 223,706,426 | C274D4D1 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\75.Logistic Regression Classifier.mp4" | 485,108,768 | 3D825BB2 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\76.The Naive Bayes Classifier.mp4" | 460,823,664 | 3E4EB6D7 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\77.K-Nearest Neighbor Classifier (KNN) [Extra Video].mp4" | 507,663,987 | 236E5775 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\78.The Decision Tree Classifier.mp4" | 818,672,649 | DAC55121 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\79.The Random Forest Classifier.mp4" | 407,150,434 | F85ED73F |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\80.Linear Discriminant Analysis (LDA) [Extra Video].mp4" | 567,930,672 | 3BA70AE8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 5_Master Classification with Machine Learning models\81.The Voting Classifier.mp4" | 404,276,313 | 94868812 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 6_Master Cluster Analysis and Unsupervised Learning\82.Overview.mp4" | 397,811,198 | C916A840 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 6_Master Cluster Analysis and Unsupervised Learning\83.K-Means Cluster Analysis.mp4" | 427,578,338 | D2AF5715 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 6_Master Cluster Analysis and Unsupervised Learning\85.Density-Based Spatial Clustering of Applications with Noise (DBSCAN).mp4" | 396,333,229 | FA3E4F1E |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 6_Master Cluster Analysis and Unsupervised Learning\86.Four Hierarchical Clustering algorithms.mp4" | 241,834,820 | 3FBB68A8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 6_Master Cluster Analysis and Unsupervised Learning\87.Principal Component Analysis (PCA).mp4" | 449,589,491 | C84F90C0 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 7_Advanced Machine Learning models and tasks\90.Feedforward Multi-Layer Perceptrons for Classification tasks.mp4" | 247,759,852 | B479AFD1 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 7_Advanced Machine Learning models and tasks\91.Feedforward Multi-Layer Perceptrons for Prediction tasks.mp4" | 295,126,861 | 1B64E81A |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\100.The Bag of Words Data Structure and some models.mp4" | 331,002,562 | 57604672 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\101.The TF-IDF Data Structure and some models.mp4" | 143,650,243 | 5F942A02 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\102.The N-grams Data Structure.mp4" | 233,333,803 | E351F78E |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\103.Attention-based models and Generative Pre-trained Transformer models.mp4" | 486,407,283 | BD08F7F7 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\104-Resources\tweet-data_UTF8.csv" | 213,181,003 | D65DEFE4 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\104.Emotion Mining and Sentiment Analysis.mp4" | 1,985,807,220 | F5CDDFC8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\92.Text Mining and NLP introduction and overview.mp4" | 159,795,509 | C25C0DDB |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\93.Text Mining Setup.mp4" | 162,436,735 | 73F7C9B8 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\94.Text Mining Tasks.mp4" | 229,234,352 | E7955642 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\96.Text Indexing Process.mp4" | 271,492,558 | BD9503BA |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\97.The Tokenization Process.mp4" | 714,370,597 | F8199275 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\98.Spelling correction and stop words.mp4" | 662,785,347 | EC79D673 |
| "Data Science and Machine Learning Fundamentals [2026]\Chapter 8_Text Mining and NLP\99.Lemmatization and Stemming.mp4" | 459,756,277 | 6CC20894 |
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