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种子名称： 2025 AI Py Dev Megaclass 300 Hands-on Proj
文件类型： 视频
文件数目： 213个文件
文件大小： 24.77 GB
收录时间： 2025-10-28 03:33
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2025 AI Py Dev Megaclass 300 Hands-on Proj.torrent

1. Week 1 Python Basics for AI/001 Intro Week 1 Python Prog Basics.mp42.45MB

1. Week 1 Python Basics for AI/002 Day 1 Intro Python and Dev Setup.mp4130.01MB

1. Week 1 Python Basics for AI/003 Day 2 Control Flow in Python.mp4222.6MB

1. Week 1 Python Basics for AI/004 Day 3 Functions and Modules.mp4139.43MB

1. Week 1 Python Basics for AI/005 Day 4 Data Structure List, Tuple, Dict, Set.mp4200.54MB

1. Week 1 Python Basics for AI/006 Day 5 Working with Strings.mp4152.33MB

1. Week 1 Python Basics for AI/007 Day 6 File Handling.mp4148.56MB

1. Week 1 Python Basics for AI/008 Day 7 Pythonic Code and Project Work.mp4309.45MB

10. Week 10 CNNs/074 Introduction to Week 10 Convolutional Neural Networks (CNNs).mp44.19MB

10. Week 10 CNNs/075 Day 1 Introduction to Convolutional Neural Networks.mp4212.77MB

10. Week 10 CNNs/076 Day 2 Convolutional Layers and Filters.mp4189.65MB

10. Week 10 CNNs/077 Day 3 Pooling Layers and Dimensionality Reduction.mp4210.59MB

10. Week 10 CNNs/078 Day 4 Building CNN Architectures with Keras and TensorFlow.mp4142.4MB

10. Week 10 CNNs/079 Day 5 Building CNN Architectures with PyTorch.mp4204.8MB

10. Week 10 CNNs/080 Day 6 Regularization and Data Augmentation for CNNs.mp4148.73MB

10. Week 10 CNNs/081 Day 7 CNN Project – Image Classification on Fashion MNIST or CIFAR-10.mp4247.95MB

11. Week 11 RNNs, Sequence Modeling/082 Introduction to Week 11 Recurrent Neural Networks (RNNs) and Sequence Modeling.mp44.23MB

11. Week 11 RNNs, Sequence Modeling/083 Day 1 Introduction to Sequence Modeling and RNNs.mp4275.12MB

11. Week 11 RNNs, Sequence Modeling/084 Day 2 Understanding RNN Architecture and Backpropagation Through Time (BPTT).mp4212.85MB

11. Week 11 RNNs, Sequence Modeling/085 Day 3 Long Short-Term Memory (LSTM) Networks.mp4112.56MB

11. Week 11 RNNs, Sequence Modeling/086 Day 4 Gated Recurrent Units (GRUs).mp452.68MB

11. Week 11 RNNs, Sequence Modeling/087 Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4207.45MB

11. Week 11 RNNs, Sequence Modeling/088 Day 6 Sequence-to-Sequence Models and Applications.mp4401.43MB

11. Week 11 RNNs, Sequence Modeling/089 Day 7 RNN Project – Text Generation or Sentiment Analysis.mp4156.01MB

12. Wk 12 Transformer, Attention Mechanism/090 Introduction to Week 12 Transformers and Attention Mechanisms.mp43.99MB

12. Wk 12 Transformer, Attention Mechanism/091 Day 1 Introduction to Attention Mechanisms.mp4110.73MB

12. Wk 12 Transformer, Attention Mechanism/092 Day 2 Introduction to Transformers Architecture.mp4139.34MB

12. Wk 12 Transformer, Attention Mechanism/093 Day 3 Self-Attention and Multi-Head Attention in Transformers.mp4189.39MB

12. Wk 12 Transformer, Attention Mechanism/094 Day 4 Positional Encoding and Feed-Forward Networks.mp4165.83MB

12. Wk 12 Transformer, Attention Mechanism/095 Day 5 Hands-On with Pre-Trained Transformers – BERT and GPT.mp4168.75MB

12. Wk 12 Transformer, Attention Mechanism/096 Day 6 Advanced Transformers – BERT Variants and GPT-3.mp4171.31MB

12. Wk 12 Transformer, Attention Mechanism/097 Day 7 Transformer Project – Text Summarization or Translation.mp4155.43MB

13. Week 13 Transfer Learning, Fine Tuning/098 Introduction to Week 13 Transfer Learning and Fine-Tuning.mp43.21MB

13. Week 13 Transfer Learning, Fine Tuning/099 Day 1 Introduction to Transfer Learning.mp4118.93MB

13. Week 13 Transfer Learning, Fine Tuning/100 Day 2 Transfer Learning in Computer Vision.mp4234.41MB

13. Week 13 Transfer Learning, Fine Tuning/101 Day 3 Fine-Tuning Techniques in Computer Vision.mp4191.36MB

13. Week 13 Transfer Learning, Fine Tuning/102 Day 4 Transfer Learning in NLP.mp4142.39MB

13. Week 13 Transfer Learning, Fine Tuning/103 Day 5 Fine-Tuning Techniques in NLP.mp4224.17MB

13. Week 13 Transfer Learning, Fine Tuning/104 Day 6 Domain Adaptation and Transfer Learning Challenges.mp4128.48MB

13. Week 13 Transfer Learning, Fine Tuning/105 Day 7 Transfer Learning Project – Fine-Tuning for a Custom Task.mp4154.16MB

14. Week 1 Python Basics/106 Learn Python from Scratch - Quick Tutorial.mp4180.04MB

14. Week 1 Python Basics/107 Day 1 Welcome Message Generator Print Statements & Hello World.mp470.69MB

14. Week 1 Python Basics/108 Day 2 Personalized Greeting Program Variables & Data Types.mp476.6MB

14. Week 1 Python Basics/109 Day 3 Simple Calculator User Input & String Formatting.mp481.89MB

14. Week 1 Python Basics/110 Day 4 Number Comparison Tool If-Else Statements.mp474.71MB

14. Week 1 Python Basics/111 Day 5 Countdown Timer Loops (For & While).mp454.97MB

14. Week 1 Python Basics/112 Day 6 Basic Math Quiz Game Functions.mp499.51MB

14. Week 1 Python Basics/113 Day 7 Shopping List App Lists.mp4110.35MB

15. Week 2 Intermediate Python/114 Day 8 Contact Book Dictionaries.mp4131.09MB

15. Week 2 Intermediate Python/115 Day 9 Ingredient Checker Tuples & Sets.mp482.24MB

15. Week 2 Intermediate Python/116 Day 10 Note-Taking App File Handling.mp4102.49MB

15. Week 2 Intermediate Python/117 Day 11 Safe Calculator Exception Handling.mp494.83MB

15. Week 2 Intermediate Python/118 Day 12 Temperature Converter Functions with Return Values.mp492.21MB

15. Week 2 Intermediate Python/119 Day 13 Student Grade Manager List Comprehensions.mp476.85MB

15. Week 2 Intermediate Python/120 Day 14 Random Password Generator Modules & Libraries.mp492.78MB

16. Week 3 Working with Data/121 Day 15 Recipe Viewer App Reading Files.mp4101.31MB

16. Week 3 Working with Data/122 Day 16 Daily Journal Logger Writing Files.mp497.08MB

16. Week 3 Working with Data/123 Day 17 Student Report Generator CSV Files.mp495.21MB

16. Week 3 Working with Data/124 Day 18 Mini To-Do App JSON Files.mp4116.81MB

16. Week 3 Working with Data/125 Day 19 Weather App using API APIs (Basics).mp4116.51MB

16. Week 3 Working with Data/126 Day 20 Event Countdown Timer Dates & Time.mp497.25MB

16. Week 3 Working with Data/127 Day 21 Wikipedia Article Scraper Web Scraping.mp4139.9MB

17. Week 4 Object Orient Prog/128 Day 22 Bank Account Simulator Classes & Objects.mp4132.61MB

17. Week 4 Object Orient Prog/129 Day 23 Library Management System Constructors & Methods.mp4109.52MB

17. Week 4 Object Orient Prog/130 Day 24 Employee Management System Inheritance.mp4143.83MB

17. Week 4 Object Orient Prog/131 Day 25 Animal Sound Simulator Polymorphism.mp486.34MB

17. Week 4 Object Orient Prog/132 Day 26 Secure User Profile App Encapsulation.mp4118.36MB

17. Week 4 Object Orient Prog/133 Day 27 Inventory Management System Static & Class Methods.mp4108.63MB

17. Week 4 Object Orient Prog/134 Day 28 Mini ATM Machine Final OOP Project.mp4120.25MB

18. Week 5 GUI Programming/135 Day 29 Simple GUI App Tkinter Basics.mp4116.33MB

18. Week 5 GUI Programming/136 Day 30 Click Counter App Buttons & Events.mp4124.81MB

18. Week 5 GUI Programming/137 Day 31 BMI Calculator Input Fields.mp4129.95MB

18. Week 5 GUI Programming/138 Day 32 Drawing Pad App Canvas Widgets.mp4134.24MB

18. Week 5 GUI Programming/139 Day 33 Simple Login System Message Boxes.mp4115.08MB

18. Week 5 GUI Programming/140 Day 34 To-Do List GUI Advanced Widgets.mp4118.52MB

18. Week 5 GUI Programming/141 Day 35 Expense Tracker App GUI Capstone.mp4154.73MB

19. Week 6 Web Dev w Python/142 Day 36 Hello Flask App Flask Basics.mp495.61MB

19. Week 6 Web Dev w Python/143 Day 37 Personal Blog Website Routes & Templates.mp4147.5MB

19. Week 6 Web Dev w Python/144 Day 38 Contact Form App Forms & User Input.mp479.71MB

19. Week 6 Web Dev w Python/145 Day 39 User Registration App Database Integration.mp4127.65MB

19. Week 6 Web Dev w Python/146 Day 40 Mini Weather API REST APIs.mp4124.91MB

19. Week 6 Web Dev w Python/147 Day 41 Deploy Flask App Deployment.mp4122.03MB

19. Week 6 Web Dev w Python/148 Day 42 Portfolio Website Flask Capstone.mp4101.13MB

2. Week 2 Data Science Essentials for AI/010 Intro Week 2 Data Science Essentials.mp43.12MB

2. Week 2 Data Science Essentials for AI/011 Day 1 Intro NumPy for Numerical Computing.mp4162.05MB

2. Week 2 Data Science Essentials for AI/012 Day 2 Advanced NumPy Operations.mp4148.45MB

2. Week 2 Data Science Essentials for AI/013 Day 3 Intro Pandas for Data Manipulation.mp4152.51MB

2. Week 2 Data Science Essentials for AI/014 Day 4 Data Cleaning and Prep - Pandas.mp4155.8MB

2. Week 2 Data Science Essentials for AI/015 Day 5 Data Aggregation, Grouping in Pandas.mp498.97MB

2. Week 2 Data Science Essentials for AI/016 Day 6 Data Visualize, Matplotlib, Seaborn.mp4221.74MB

2. Week 2 Data Science Essentials for AI/017 Day 7 EDA Project.mp4168.47MB

20. Week 7 Data Science Basics/149 Day 43 Matrix Calculator NumPy.mp4113.78MB

20. Week 7 Data Science Basics/150 Day 44 Data Cleaner Pandas.mp493.67MB

20. Week 7 Data Science Basics/151 Day 45 Graph Plotter Matplotlib.mp4118.36MB

20. Week 7 Data Science Basics/152 Day 46 Sales Report Analyzer Data Analysis.mp4167.7MB

20. Week 7 Data Science Basics/153 Day 47 Temperature Plotter Plotting Trends.mp4133.44MB

20. Week 7 Data Science Basics/154 Day 48 Stock Price Tracker Data Scraping.mp4121.67MB

20. Week 7 Data Science Basics/155 Day 49 COVID-19 Dashboard Capstone Project.mp4145.53MB

21. Days 50-60 Intermed Projs/156 Day 50 Weather Dashboard App.mp4200.61MB

21. Days 50-60 Intermed Projs/157 Day 51 Expense Tracker.mp4139.94MB

21. Days 50-60 Intermed Projs/158 Day 52 File Organizer Tool.mp4114.62MB

21. Days 50-60 Intermed Projs/159 Day 53 Tic-Tac-Toe Game.mp4187.23MB

21. Days 50-60 Intermed Projs/160 Day 54 Mini Chatbot.mp467.62MB

21. Days 50-60 Intermed Projs/161 Day 55 Music Playlist Organizer.mp4155.75MB

21. Days 50-60 Intermed Projs/162 Day 56 Personal Budget Planner.mp4105.74MB

21. Days 50-60 Intermed Projs/163 Day 57 ASCII Art Generator.mp4104.14MB

21. Days 50-60 Intermed Projs/164 Day 58 Pomodoro Timer.mp4164.61MB

21. Days 50-60 Intermed Projs/165 Day 59 Markdown to HTML Converter.mp4123.45MB

21. Days 50-60 Intermed Projs/166 Day 60 Personal Diary App.mp4147.93MB

22. Days 61-70 Adv Intermed Projs/167 Day 61 Social Media Scraper.mp494.63MB

22. Days 61-70 Adv Intermed Projs/168 Day 62 Automated Backup Tool.mp4100.02MB

22. Days 61-70 Adv Intermed Projs/169 Day 63 Movie Recommendation System.mp4114.96MB

22. Days 61-70 Adv Intermed Projs/170 Day 64 PDF Merger Tool.mp472.67MB

22. Days 61-70 Adv Intermed Projs/171 Day 65 Portfolio Website Backend.mp4142.49MB

22. Days 61-70 Adv Intermed Projs/172 Day 66 Flashcards Learning App.mp469.42MB

22. Days 61-70 Adv Intermed Projs/173 Day 67 Stock Market Dashboard.mp4116.14MB

22. Days 61-70 Adv Intermed Projs/174 Day 68 Task Scheduler.mp4121.94MB

22. Days 61-70 Adv Intermed Projs/175 Day 69 Currency Converter.mp483.64MB

22. Days 61-70 Adv Intermed Projs/176 Day 70 Data Visualizer App.mp4150.44MB

23. Days 71-80 AI, Projs/177 Day 71 Spam Email Detector.mp4202.31MB

23. Days 71-80 AI, Projs/178 Day 72 Text Sentiment Analyzer.mp484.12MB

23. Days 71-80 AI, Projs/179 Day 73 Handwriting Digit Recognition.mp4209.33MB

23. Days 71-80 AI, Projs/180 Day 74 Voice Assistant.mp4129.41MB

23. Days 71-80 AI, Projs/181 Day 75 Face Detection App.mp4133.02MB

23. Days 71-80 AI, Projs/182 Day 76 Simple Recommendation System.mp4114.04MB

23. Days 71-80 AI, Projs/183 Day 77 AI Chatbot with NLP.mp497.77MB

23. Days 71-80 AI, Projs/184 Day 78 Object Detection App.mp483.64MB

23. Days 71-80 AI, Projs/185 Day 79 Language Translator Tool.mp472.25MB

23. Days 71-80 AI, Projs/186 Day 80 Fake News Detector.mp4104.54MB

24. Machine in Py/187 Intro Algorithms and in Python.mp413.8MB

24. Machine in Py/188 1 Supervised Linear Regression.mp438.27MB

24. Machine in Py/189 2 Sup. Ridge, Lasso Regression.mp451.64MB

24. Machine in Py/190 3 Supervised Polynomial Regression.mp447.02MB

24. Machine in Py/191 4 Supervised Logistic Regression.mp436.35MB

24. Machine in Py/192 5 Supervised KNN.mp440.31MB

24. Machine in Py/193 6 Supervised SVM.mp442.25MB

24. Machine in Py/194 7 Supervised Decision Trees.mp441.03MB

24. Machine in Py/195 8 Supervised Random Forests.mp440.62MB

24. Machine in Py/196 9 Supervised Gradient Boosting.mp441.67MB

24. Machine in Py/197 10 Supervised Naive Bayes.mp436.67MB

24. Machine in Py/198 11 Unsup. K-Means Clustering.mp422.78MB

24. Machine in Py/199 12 Unsup. Hierarchical Clustering.mp430.23MB

24. Machine in Py/200 13 Unsupervised DBSCAN.mp426MB

24. Machine in Py/201 14 Unsupervised GMM.mp428.05MB

24. Machine in Py/202 15 Unsupervised PCA.mp428.2MB

24. Machine in Py/203 16 Unsup. t-Distributed Stochastic.mp432.44MB

24. Machine in Py/204 17 Unsupervised Autoencoders.mp457.77MB

24. Machine in Py/205 18 Self-Training.mp451.93MB

24. Machine in Py/206 19 Q-Learning.mp464.38MB

24. Machine in Py/207 20 Deep Q-Networks (DQN).mp4111MB

24. Machine in Py/208 21 Policy Gradient Methods.mp493MB

24. Machine in Py/209 22 One-Class SVM.mp428.87MB

24. Machine in Py/210 23 Isolation Forest.mp432.42MB

24. Machine in Py/211 24 CNNs.mp464.67MB

24. Machine in Py/212 25 RNNs.mp458.19MB

24. Machine in Py/213 26 LSTM.mp455.14MB

24. Machine in Py/214 27 Transformers.mp492.37MB

3. Week 3 Math for, AI/018 Intro Week 3 Mathematics for Machine Learning.mp43.24MB

3. Week 3 Math for, AI/019 Day 1 Linear Algebra Fundamentals.mp4143.86MB

3. Week 3 Math for, AI/020 Day 2 Advanced Linear Algebra Concepts.mp4134.61MB

3. Week 3 Math for, AI/021 Day 3 Calculus for Machine Learning (Derivatives).mp4123.25MB

3. Week 3 Math for, AI/022 Day 4 Calculus (Integrals and Optimization).mp4103.49MB

3. Week 3 Math for, AI/023 Day 5 Probability Theory, Distributions.mp4179.12MB

3. Week 3 Math for, AI/024 Day 6 Statistics Fundamentals.mp4137.2MB

3. Week 3 Math for, AI/025 Day 7 Math-Driven Mini Proj – Linear Regression.mp4113.3MB

4. Wk 4 Probability, Stats, AI/026 Intro Week 4 Probability and Statistics.mp43.57MB

4. Wk 4 Probability, Stats, AI/027 Day 1 Probability Theory and Random Variables.mp4122.69MB

4. Wk 4 Probability, Stats, AI/028 Day 2 Probability Distributions in Machine Learning.mp4116.02MB

4. Wk 4 Probability, Stats, AI/029 Day 3 Stat Inference - Estimation, Confidence Intervals.mp4112.65MB

4. Wk 4 Probability, Stats, AI/030 Day 4 Hypothesis Testing and P-Values.mp470.75MB

4. Wk 4 Probability, Stats, AI/031 Day 5 Types of Hypothesis Tests.mp4132.74MB

4. Wk 4 Probability, Stats, AI/032 Day 6 Correlation and Regression Analysis.mp4124.73MB

4. Wk 4 Probability, Stats, AI/033 Day 7 Stat Analysis Proj – Analyzing Real-World Data.mp4208.4MB

5. Week 5 Intro to Machine Learning/034 Intro Week 5 Machine Learning.mp43.62MB

5. Week 5 Intro to Machine Learning/035 Day 1 Machine Learning Basics, Terminology.mp498.3MB

5. Week 5 Intro to Machine Learning/036 Day 2 Intro Supervised Learning, Regress Model.mp4100.61MB

5. Week 5 Intro to Machine Learning/037 Day 3 Adv Regression – Polynomial Regularization.mp4304.58MB

5. Week 5 Intro to Machine Learning/038 Day 4 Intro Classification and Logistic Regression.mp4186.98MB

5. Week 5 Intro to Machine Learning/039 Day 5 Model Evaluation and Cross-Validation.mp4112.92MB

5. Week 5 Intro to Machine Learning/040 Day 6 k-Nearest Neighbors (k-NN) Algorithm.mp4139.49MB

5. Week 5 Intro to Machine Learning/041 Day 7 Supervised Learning Mini Project.mp4227.68MB

6. Week 6 Feature Engineering, Model Eval/042 Intro Week 6 Feature Engineering, Model Eval.mp42.94MB

6. Week 6 Feature Engineering, Model Eval/043 Day 1 Introduction to Feature Engineering.mp4105.89MB

6. Week 6 Feature Engineering, Model Eval/044 Day 2 Data Scaling and Normalization.mp4131.66MB

6. Week 6 Feature Engineering, Model Eval/045 Day 3 Encoding Categorical Variables.mp4132.1MB

6. Week 6 Feature Engineering, Model Eval/046 Day 4 Feature Selection Techniques.mp4128.21MB

6. Week 6 Feature Engineering, Model Eval/047 Day 5 Creating and Transforming Features.mp4140.76MB

6. Week 6 Feature Engineering, Model Eval/048 Day 6 Model Evaluation Techniques.mp4117.35MB

6. Week 6 Feature Engineering, Model Eval/049 Day 7 Cross-Validation, Hyperparameter Tun.mp4162.34MB

7. Wk 7 Adv Machine Learning Algorithms/050 Intro Week 7 Adv Algorithms.mp42.81MB

7. Wk 7 Adv Machine Learning Algorithms/051 Day 1 Introduction to Ensemble Learning.mp4115.08MB

7. Wk 7 Adv Machine Learning Algorithms/052 Day 2 Bagging and Random Forests.mp4107.05MB

7. Wk 7 Adv Machine Learning Algorithms/053 Day 3 Boosting and Gradient Boosting.mp4127.18MB

7. Wk 7 Adv Machine Learning Algorithms/054 Day 4 Introduction to XGBoost.mp4153.82MB

7. Wk 7 Adv Machine Learning Algorithms/055 Day 5 LightGBM and CatBoost.mp4167.17MB

7. Wk 7 Adv Machine Learning Algorithms/056 Day 6 Handling Imbalanced Data.mp4139.78MB

7. Wk 7 Adv Machine Learning Algorithms/057 Day 7 Proj – Compare Models Real Dataset.mp4207.19MB

8. Week 8 Model Tuning, Optimization/058 Introduction to Week 8 Model Tuning and Optimization.mp44.24MB

8. Week 8 Model Tuning, Optimization/059 Day 1 Introduction to Hyperparameter Tuning.mp4109.35MB

8. Week 8 Model Tuning, Optimization/060 Day 2 Grid Search and Random Search.mp4136.06MB

8. Week 8 Model Tuning, Optimization/061 Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4245MB

8. Week 8 Model Tuning, Optimization/062 Day 4 Regularization Techniques for Model Optimization.mp4116.66MB

8. Week 8 Model Tuning, Optimization/063 Day 5 Cross-Validation and Model Evaluation Techniques.mp4102.38MB

8. Week 8 Model Tuning, Optimization/064 Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4171.32MB

8. Week 8 Model Tuning, Optimization/065 Day 7 Optimization Project – Building and Tuning a Final Model.mp4207.85MB

8. Week 8 Model Tuning, Optimization/066 Introduction to Week 9 Neural Networks and Deep Learning Fundamentals.mp43.75MB

9. Week 9 Neural Networks, Deep Learning/067 Day 1 Introduction to Deep Learning and Neural Networks.mp4110.72MB

9. Week 9 Neural Networks, Deep Learning/068 Day 2 Forward Propagation and Activation Functions.mp4109.84MB

9. Week 9 Neural Networks, Deep Learning/069 Day 3 Loss Functions and Backpropagation.mp4118.05MB

9. Week 9 Neural Networks, Deep Learning/070 Day 4 Gradient Descent and Optimization Techniques.mp4180.92MB

9. Week 9 Neural Networks, Deep Learning/071 Day 5 Building Neural Networks with TensorFlow and Keras.mp4153.87MB

9. Week 9 Neural Networks, Deep Learning/072 Day 6 Building Neural Networks with PyTorch.mp4240.38MB

9. Week 9 Neural Networks, Deep Learning/073 Day 7 Neural Network Project – Image Classification on CIFAR-10.mp4200.8MB