| 0. Info (.txt) | |||
| 2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'.txt | 236 B | ||
| 1. Week 1 Python Basics for AI | |||
| 001 Intro Week 1 Python Prog Basics.mp4 | 2.45 MB | ||
| 002 Day 1 Intro Python and Dev Setup.mp4 | 130.01 MB | ||
| 003 Day 2 Control Flow in Python.mp4 | 222.6 MB | ||
| 004 Day 3 Functions and Modules.mp4 | 139.43 MB | ||
| 005 Day 4 Data Structure List, Tuple, Dict, Set.mp4 | 200.54 MB | ||
| 006 Day 5 Working with Strings.mp4 | 152.33 MB | ||
| 007 Day 6 File Handling.mp4 | 148.56 MB | ||
| 008 Day 7 Pythonic Code and Project Work.mp4 | 309.45 MB | ||
| 009 Video ''009'' does not exist. Cont. to ''010...''.txt | 240 B | ||
| Additional Files | |||
| AIBootcamp.pdf | 2.38 MB | ||
| Code files.zip | 30.43 MB | ||
| Python100Days Code.zip | 5.36 MB | ||
| Python100Days.pdf | 524.18 KB | ||
| 10. Week 10 CNNs | |||
| 074 Introduction to Week 10 Convolutional Neural Networks (CNNs).mp4 | 4.19 MB | ||
| 075 Day 1 Introduction to Convolutional Neural Networks.mp4 | 212.77 MB | ||
| 076 Day 2 Convolutional Layers and Filters.mp4 | 189.65 MB | ||
| 077 Day 3 Pooling Layers and Dimensionality Reduction.mp4 | 210.59 MB | ||
| 078 Day 4 Building CNN Architectures with Keras and TensorFlow.mp4 | 142.4 MB | ||
| 079 Day 5 Building CNN Architectures with PyTorch.mp4 | 204.8 MB | ||
| 080 Day 6 Regularization and Data Augmentation for CNNs.mp4 | 148.73 MB | ||
| 081 Day 7 CNN Project – Image Classification on Fashion MNIST or CIFAR-10.mp4 | 247.95 MB | ||
| 11. Week 11 RNNs, Sequence Modeling | |||
| 082 Introduction to Week 11 Recurrent Neural Networks (RNNs) and Sequence Modeling.mp4 | 4.23 MB | ||
| 083 Day 1 Introduction to Sequence Modeling and RNNs.mp4 | 275.12 MB | ||
| 084 Day 2 Understanding RNN Architecture and Backpropagation Through Time (BPTT).mp4 | 212.85 MB | ||
| 085 Day 3 Long Short-Term Memory (LSTM) Networks.mp4 | 112.56 MB | ||
| 086 Day 4 Gated Recurrent Units (GRUs).mp4 | 52.68 MB | ||
| 087 Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4 | 207.45 MB | ||
| 088 Day 6 Sequence-to-Sequence Models and Applications.mp4 | 401.43 MB | ||
| 089 Day 7 RNN Project – Text Generation or Sentiment Analysis.mp4 | 156.01 MB | ||
| 12. Wk 12 Transformer, Attention Mechanism | |||
| 090 Introduction to Week 12 Transformers and Attention Mechanisms.mp4 | 3.99 MB | ||
| 091 Day 1 Introduction to Attention Mechanisms.mp4 | 110.73 MB | ||
| 092 Day 2 Introduction to Transformers Architecture.mp4 | 139.34 MB | ||
| 093 Day 3 Self-Attention and Multi-Head Attention in Transformers.mp4 | 189.39 MB | ||
| 094 Day 4 Positional Encoding and Feed-Forward Networks.mp4 | 165.83 MB | ||
| 095 Day 5 Hands-On with Pre-Trained Transformers – BERT and GPT.mp4 | 168.75 MB | ||
| 096 Day 6 Advanced Transformers – BERT Variants and GPT-3.mp4 | 171.31 MB | ||
| 097 Day 7 Transformer Project – Text Summarization or Translation.mp4 | 155.43 MB | ||
| 13. Week 13 Transfer Learning, Fine Tuning | |||
| 098 Introduction to Week 13 Transfer Learning and Fine-Tuning.mp4 | 3.21 MB | ||
| 099 Day 1 Introduction to Transfer Learning.mp4 | 118.93 MB | ||
| 100 Day 2 Transfer Learning in Computer Vision.mp4 | 234.41 MB | ||
| 101 Day 3 Fine-Tuning Techniques in Computer Vision.mp4 | 191.36 MB | ||
| 102 Day 4 Transfer Learning in NLP.mp4 | 142.39 MB | ||
| 103 Day 5 Fine-Tuning Techniques in NLP.mp4 | 224.17 MB | ||
| 104 Day 6 Domain Adaptation and Transfer Learning Challenges.mp4 | 128.48 MB | ||
| 105 Day 7 Transfer Learning Project – Fine-Tuning for a Custom Task.mp4 | 154.16 MB | ||
| 14. Week 1 Python Basics | |||
| 106 Learn Python from Scratch - Quick Tutorial.mp4 | 180.04 MB | ||
| 107 Day 1 Welcome Message Generator Print Statements & Hello World.mp4 | 70.69 MB | ||
| 108 Day 2 Personalized Greeting Program Variables & Data Types.mp4 | 76.6 MB | ||
| 109 Day 3 Simple Calculator User Input & String Formatting.mp4 | 81.89 MB | ||
| 110 Day 4 Number Comparison Tool If-Else Statements.mp4 | 74.71 MB | ||
| 111 Day 5 Countdown Timer Loops (For & While).mp4 | 54.97 MB | ||
| 112 Day 6 Basic Math Quiz Game Functions.mp4 | 99.51 MB | ||
| 113 Day 7 Shopping List App Lists.mp4 | 110.35 MB | ||
| 15. Week 2 Intermediate Python | |||
| 114 Day 8 Contact Book Dictionaries.mp4 | 131.09 MB | ||
| 115 Day 9 Ingredient Checker Tuples & Sets.mp4 | 82.24 MB | ||
| 116 Day 10 Note-Taking App File Handling.mp4 | 102.49 MB | ||
| 117 Day 11 Safe Calculator Exception Handling.mp4 | 94.83 MB | ||
| 118 Day 12 Temperature Converter Functions with Return Values.mp4 | 92.21 MB | ||
| 119 Day 13 Student Grade Manager List Comprehensions.mp4 | 76.85 MB | ||
| 120 Day 14 Random Password Generator Modules & Libraries.mp4 | 92.78 MB | ||
| 16. Week 3 Working with Data | |||
| 121 Day 15 Recipe Viewer App Reading Files.mp4 | 101.31 MB | ||
| 122 Day 16 Daily Journal Logger Writing Files.mp4 | 97.08 MB | ||
| 123 Day 17 Student Report Generator CSV Files.mp4 | 95.21 MB | ||
| 124 Day 18 Mini To-Do App JSON Files.mp4 | 116.81 MB | ||
| 125 Day 19 Weather App using API APIs (Basics).mp4 | 116.51 MB | ||
| 126 Day 20 Event Countdown Timer Dates & Time.mp4 | 97.25 MB | ||
| 127 Day 21 Wikipedia Article Scraper Web Scraping.mp4 | 139.9 MB | ||
| 17. Week 4 Object Orient Prog | |||
| 128 Day 22 Bank Account Simulator Classes & Objects.mp4 | 132.61 MB | ||
| 129 Day 23 Library Management System Constructors & Methods.mp4 | 109.52 MB | ||
| 130 Day 24 Employee Management System Inheritance.mp4 | 143.83 MB | ||
| 131 Day 25 Animal Sound Simulator Polymorphism.mp4 | 86.34 MB | ||
| 132 Day 26 Secure User Profile App Encapsulation.mp4 | 118.36 MB | ||
| 133 Day 27 Inventory Management System Static & Class Methods.mp4 | 108.63 MB | ||
| 134 Day 28 Mini ATM Machine Final OOP Project.mp4 | 120.25 MB | ||
| 18. Week 5 GUI Programming | |||
| 135 Day 29 Simple GUI App Tkinter Basics.mp4 | 116.33 MB | ||
| 136 Day 30 Click Counter App Buttons & Events.mp4 | 124.81 MB | ||
| 137 Day 31 BMI Calculator Input Fields.mp4 | 129.95 MB | ||
| 138 Day 32 Drawing Pad App Canvas Widgets.mp4 | 134.24 MB | ||
| 139 Day 33 Simple Login System Message Boxes.mp4 | 115.08 MB | ||
| 140 Day 34 To-Do List GUI Advanced Widgets.mp4 | 118.52 MB | ||
| 141 Day 35 Expense Tracker App GUI Capstone.mp4 | 154.73 MB | ||
| 19. Week 6 Web Dev w Python | |||
| 142 Day 36 Hello Flask App Flask Basics.mp4 | 95.61 MB | ||
| 143 Day 37 Personal Blog Website Routes & Templates.mp4 | 147.5 MB | ||
| 144 Day 38 Contact Form App Forms & User Input.mp4 | 79.71 MB | ||
| 145 Day 39 User Registration App Database Integration.mp4 | 127.65 MB | ||
| 146 Day 40 Mini Weather API REST APIs.mp4 | 124.91 MB | ||
| 147 Day 41 Deploy Flask App Deployment.mp4 | 122.03 MB | ||
| 148 Day 42 Portfolio Website Flask Capstone.mp4 | 101.13 MB | ||
| 2. Week 2 Data Science Essentials for AI | |||
| 010 Intro Week 2 Data Science Essentials.mp4 | 3.12 MB | ||
| 011 Day 1 Intro NumPy for Numerical Computing.mp4 | 162.05 MB | ||
| 012 Day 2 Advanced NumPy Operations.mp4 | 148.45 MB | ||
| 013 Day 3 Intro Pandas for Data Manipulation.mp4 | 152.51 MB | ||
| 014 Day 4 Data Cleaning and Prep - Pandas.mp4 | 155.8 MB | ||
| 015 Day 5 Data Aggregation, Grouping in Pandas.mp4 | 98.97 MB | ||
| 016 Day 6 Data Visualize, Matplotlib, Seaborn.mp4 | 221.74 MB | ||
| 017 Day 7 EDA Project.mp4 | 168.47 MB | ||
| 20. Week 7 Data Science Basics | |||
| 149 Day 43 Matrix Calculator NumPy.mp4 | 113.78 MB | ||
| 150 Day 44 Data Cleaner Pandas.mp4 | 93.67 MB | ||
| 151 Day 45 Graph Plotter Matplotlib.mp4 | 118.36 MB | ||
| 152 Day 46 Sales Report Analyzer Data Analysis.mp4 | 167.7 MB | ||
| 153 Day 47 Temperature Plotter Plotting Trends.mp4 | 133.44 MB | ||
| 154 Day 48 Stock Price Tracker Data Scraping.mp4 | 121.67 MB | ||
| 155 Day 49 COVID-19 Dashboard Capstone Project.mp4 | 145.53 MB | ||
| 21. Days 50-60 Intermed Projs | |||
| 156 Day 50 Weather Dashboard App.mp4 | 200.61 MB | ||
| 157 Day 51 Expense Tracker.mp4 | 139.94 MB | ||
| 158 Day 52 File Organizer Tool.mp4 | 114.62 MB | ||
| 159 Day 53 Tic-Tac-Toe Game.mp4 | 187.23 MB | ||
| 160 Day 54 Mini Chatbot.mp4 | 67.62 MB | ||
| 161 Day 55 Music Playlist Organizer.mp4 | 155.75 MB | ||
| 162 Day 56 Personal Budget Planner.mp4 | 105.74 MB | ||
| 163 Day 57 ASCII Art Generator.mp4 | 104.14 MB | ||
| 164 Day 58 Pomodoro Timer.mp4 | 164.61 MB | ||
| 165 Day 59 Markdown to HTML Converter.mp4 | 123.45 MB | ||
| 166 Day 60 Personal Diary App.mp4 | 147.93 MB | ||
| 22. Days 61-70 Adv Intermed Projs | |||
| 167 Day 61 Social Media Scraper.mp4 | 94.63 MB | ||
| 168 Day 62 Automated Backup Tool.mp4 | 100.02 MB | ||
| 169 Day 63 Movie Recommendation System.mp4 | 114.96 MB | ||
| 170 Day 64 PDF Merger Tool.mp4 | 72.67 MB | ||
| 171 Day 65 Portfolio Website Backend.mp4 | 142.49 MB | ||
| 172 Day 66 Flashcards Learning App.mp4 | 69.42 MB | ||
| 173 Day 67 Stock Market Dashboard.mp4 | 116.14 MB | ||
| 174 Day 68 Task Scheduler.mp4 | 121.94 MB | ||
| 175 Day 69 Currency Converter.mp4 | 83.64 MB | ||
| 176 Day 70 Data Visualizer App.mp4 | 150.44 MB | ||
| 23. Days 71-80 AI, Projs | |||
| 177 Day 71 Spam Email Detector.mp4 | 202.31 MB | ||
| 178 Day 72 Text Sentiment Analyzer.mp4 | 84.12 MB | ||
| 179 Day 73 Handwriting Digit Recognition.mp4 | 209.33 MB | ||
| 180 Day 74 Voice Assistant.mp4 | 129.41 MB | ||
| 181 Day 75 Face Detection App.mp4 | 133.02 MB | ||
| 182 Day 76 Simple Recommendation System.mp4 | 114.04 MB | ||
| 183 Day 77 AI Chatbot with NLP.mp4 | 97.77 MB | ||
| 184 Day 78 Object Detection App.mp4 | 83.64 MB | ||
| 185 Day 79 Language Translator Tool.mp4 | 72.25 MB | ||
| 186 Day 80 Fake News Detector.mp4 | 104.54 MB | ||
| 24. Machine in Py | |||
| 187 Intro Algorithms and in Python.mp4 | 13.8 MB | ||
| 188 1 Supervised Linear Regression.mp4 | 38.27 MB | ||
| 189 2 Sup. Ridge, Lasso Regression.mp4 | 51.64 MB | ||
| 190 3 Supervised Polynomial Regression.mp4 | 47.02 MB | ||
| 191 4 Supervised Logistic Regression.mp4 | 36.35 MB | ||
| 192 5 Supervised KNN.mp4 | 40.31 MB | ||
| 193 6 Supervised SVM.mp4 | 42.25 MB | ||
| 194 7 Supervised Decision Trees.mp4 | 41.03 MB | ||
| 195 8 Supervised Random Forests.mp4 | 40.62 MB | ||
| 196 9 Supervised Gradient Boosting.mp4 | 41.67 MB | ||
| 197 10 Supervised Naive Bayes.mp4 | 36.67 MB | ||
| 198 11 Unsup. K-Means Clustering.mp4 | 22.78 MB | ||
| 199 12 Unsup. Hierarchical Clustering.mp4 | 30.23 MB | ||
| 200 13 Unsupervised DBSCAN.mp4 | 26 MB | ||
| 201 14 Unsupervised GMM.mp4 | 28.05 MB | ||
| 202 15 Unsupervised PCA.mp4 | 28.2 MB | ||
| 203 16 Unsup. t-Distributed Stochastic.mp4 | 32.44 MB | ||
| 204 17 Unsupervised Autoencoders.mp4 | 57.77 MB | ||
| 205 18 Self-Training.mp4 | 51.93 MB | ||
| 206 19 Q-Learning.mp4 | 64.38 MB | ||
| 207 20 Deep Q-Networks (DQN).mp4 | 111 MB | ||
| 208 21 Policy Gradient Methods.mp4 | 93 MB | ||
| 209 22 One-Class SVM.mp4 | 28.87 MB | ||
| 210 23 Isolation Forest.mp4 | 32.42 MB | ||
| 211 24 CNNs.mp4 | 64.67 MB | ||
| 212 25 RNNs.mp4 | 58.19 MB | ||
| 213 26 LSTM.mp4 | 55.14 MB | ||
| 214 27 Transformers.mp4 | 92.37 MB | ||
| 3. Week 3 Math for, AI | |||
| 018 Intro Week 3 Mathematics for Machine Learning.mp4 | 3.24 MB | ||
| 019 Day 1 Linear Algebra Fundamentals.mp4 | 143.86 MB | ||
| 020 Day 2 Advanced Linear Algebra Concepts.mp4 | 134.61 MB | ||
| 021 Day 3 Calculus for Machine Learning (Derivatives).mp4 | 123.25 MB | ||
| 022 Day 4 Calculus (Integrals and Optimization).mp4 | 103.49 MB | ||
| 023 Day 5 Probability Theory, Distributions.mp4 | 179.12 MB | ||
| 024 Day 6 Statistics Fundamentals.mp4 | 137.2 MB | ||
| 025 Day 7 Math-Driven Mini Proj – Linear Regression.mp4 | 113.3 MB | ||
| 4. Wk 4 Probability, Stats, AI | |||
| 026 Intro Week 4 Probability and Statistics.mp4 | 3.57 MB | ||
| 027 Day 1 Probability Theory and Random Variables.mp4 | 122.69 MB | ||
| 028 Day 2 Probability Distributions in Machine Learning.mp4 | 116.02 MB | ||
| 029 Day 3 Stat Inference - Estimation, Confidence Intervals.mp4 | 112.65 MB | ||
| 030 Day 4 Hypothesis Testing and P-Values.mp4 | 70.75 MB | ||
| 031 Day 5 Types of Hypothesis Tests.mp4 | 132.74 MB | ||
| 032 Day 6 Correlation and Regression Analysis.mp4 | 124.73 MB | ||
| 033 Day 7 Stat Analysis Proj – Analyzing Real-World Data.mp4 | 208.4 MB | ||
| 5. Week 5 Intro to Machine Learning | |||
| 034 Intro Week 5 Machine Learning.mp4 | 3.62 MB | ||
| 035 Day 1 Machine Learning Basics, Terminology.mp4 | 98.3 MB | ||
| 036 Day 2 Intro Supervised Learning, Regress Model.mp4 | 100.61 MB | ||
| 037 Day 3 Adv Regression – Polynomial Regularization.mp4 | 304.58 MB | ||
| 038 Day 4 Intro Classification and Logistic Regression.mp4 | 186.98 MB | ||
| 039 Day 5 Model Evaluation and Cross-Validation.mp4 | 112.92 MB | ||
| 040 Day 6 k-Nearest Neighbors (k-NN) Algorithm.mp4 | 139.49 MB | ||
| 041 Day 7 Supervised Learning Mini Project.mp4 | 227.68 MB | ||
| 6. Week 6 Feature Engineering, Model Eval | |||
| 042 Intro Week 6 Feature Engineering, Model Eval.mp4 | 2.94 MB | ||
| 043 Day 1 Introduction to Feature Engineering.mp4 | 105.89 MB | ||
| 044 Day 2 Data Scaling and Normalization.mp4 | 131.66 MB | ||
| 045 Day 3 Encoding Categorical Variables.mp4 | 132.1 MB | ||
| 046 Day 4 Feature Selection Techniques.mp4 | 128.21 MB | ||
| 047 Day 5 Creating and Transforming Features.mp4 | 140.76 MB | ||
| 048 Day 6 Model Evaluation Techniques.mp4 | 117.35 MB | ||
| 049 Day 7 Cross-Validation, Hyperparameter Tun.mp4 | 162.34 MB | ||
| 7. Wk 7 Adv Machine Learning Algorithms | |||
| 050 Intro Week 7 Adv Algorithms.mp4 | 2.81 MB | ||
| 051 Day 1 Introduction to Ensemble Learning.mp4 | 115.08 MB | ||
| 052 Day 2 Bagging and Random Forests.mp4 | 107.05 MB | ||
| 053 Day 3 Boosting and Gradient Boosting.mp4 | 127.18 MB | ||
| 054 Day 4 Introduction to XGBoost.mp4 | 153.82 MB | ||
| 055 Day 5 LightGBM and CatBoost.mp4 | 167.17 MB | ||
| 056 Day 6 Handling Imbalanced Data.mp4 | 139.78 MB | ||
| 057 Day 7 Proj – Compare Models Real Dataset.mp4 | 207.19 MB | ||
| 8. Week 8 Model Tuning, Optimization | |||
| 058 Introduction to Week 8 Model Tuning and Optimization.mp4 | 4.24 MB | ||
| 059 Day 1 Introduction to Hyperparameter Tuning.mp4 | 109.35 MB | ||
| 060 Day 2 Grid Search and Random Search.mp4 | 136.06 MB | ||
| 061 Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4 | 245 MB | ||
| 062 Day 4 Regularization Techniques for Model Optimization.mp4 | 116.66 MB | ||
| 063 Day 5 Cross-Validation and Model Evaluation Techniques.mp4 | 102.38 MB | ||
| 064 Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4 | 171.32 MB | ||
| 065 Day 7 Optimization Project – Building and Tuning a Final Model.mp4 | 207.85 MB | ||
| 066 Introduction to Week 9 Neural Networks and Deep Learning Fundamentals.mp4 | 3.75 MB | ||
| 9. Week 9 Neural Networks, Deep Learning | |||
| 067 Day 1 Introduction to Deep Learning and Neural Networks.mp4 | 110.72 MB | ||
| 068 Day 2 Forward Propagation and Activation Functions.mp4 | 109.84 MB | ||
| 069 Day 3 Loss Functions and Backpropagation.mp4 | 118.05 MB | ||
| 070 Day 4 Gradient Descent and Optimization Techniques.mp4 | 180.92 MB | ||
| 071 Day 5 Building Neural Networks with TensorFlow and Keras.mp4 | 153.87 MB | ||
| 072 Day 6 Building Neural Networks with PyTorch.mp4 | 240.38 MB | ||
| 073 Day 7 Neural Network Project – Image Classification on CIFAR-10.mp4 | 200.8 MB | ||
| ▲ 219 total files | |||
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2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'
https
://
www.
udemy
.com/course/ai-python-development-megaclass-300-hands-on-projects
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Credit due: TorrentDay BOOKWARE-BOOKTIME
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| torrent name | size | uploader | age | seed | leech |
|---|---|---|---|---|---|
| 3 GB | xHOBBiTx | 3 months | 63 | 2 | |
| 9.7 GB | notimmune | 4 months | 27 | 3 | |
| 758.7 MB | freecoursewb | 5 months | 0 | 0 | |
| 3.1 GB | freecoursewb | 5 months | 0 | 0 | |
| 1.49 GB | Ygg_test_compte | 7 months | 16 | 0 |
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