Download 2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI' Torrent

Torrent Contents Size: 24.81 GB

2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'

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0. Info (.txt)

2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'.txt

TXT

236 B

1. Week 1 Python Basics for AI

001 Intro Week 1 Python Prog Basics.mp4

MP4

2.45 MB

002 Day 1 Intro Python and Dev Setup.mp4

MP4

130.01 MB

003 Day 2 Control Flow in Python.mp4

MP4

222.6 MB

004 Day 3 Functions and Modules.mp4

MP4

139.43 MB

005 Day 4 Data Structure List, Tuple, Dict, Set.mp4

MP4

200.54 MB

006 Day 5 Working with Strings.mp4

MP4

152.33 MB

007 Day 6 File Handling.mp4

MP4

148.56 MB

008 Day 7 Pythonic Code and Project Work.mp4

MP4

309.45 MB

009 Video ''009'' does not exist. Cont. to ''010...''.txt

TXT

240 B

Additional Files

AIBootcamp.pdf	PDF	2.38 MB
Code files.zip	ZIP	30.43 MB
Python100Days Code.zip	ZIP	5.36 MB
Python100Days.pdf	PDF	524.18 KB

10. Week 10 CNNs

074 Introduction to Week 10 Convolutional Neural Networks (CNNs).mp4	MP4	4.19 MB
075 Day 1 Introduction to Convolutional Neural Networks.mp4	MP4	212.77 MB
076 Day 2 Convolutional Layers and Filters.mp4	MP4	189.65 MB
077 Day 3 Pooling Layers and Dimensionality Reduction.mp4	MP4	210.59 MB
078 Day 4 Building CNN Architectures with Keras and TensorFlow.mp4	MP4	142.4 MB
079 Day 5 Building CNN Architectures with PyTorch.mp4	MP4	204.8 MB
080 Day 6 Regularization and Data Augmentation for CNNs.mp4	MP4	148.73 MB
081 Day 7 CNN Project – Image Classification on Fashion MNIST or CIFAR-10.mp4	MP4	247.95 MB

11. Week 11 RNNs, Sequence Modeling

082 Introduction to Week 11 Recurrent Neural Networks (RNNs) and Sequence Modeling.mp4	MP4	4.23 MB
083 Day 1 Introduction to Sequence Modeling and RNNs.mp4	MP4	275.12 MB
084 Day 2 Understanding RNN Architecture and Backpropagation Through Time (BPTT).mp4	MP4	212.85 MB
085 Day 3 Long Short-Term Memory (LSTM) Networks.mp4	MP4	112.56 MB
086 Day 4 Gated Recurrent Units (GRUs).mp4	MP4	52.68 MB
087 Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4	MP4	207.45 MB
088 Day 6 Sequence-to-Sequence Models and Applications.mp4	MP4	401.43 MB
089 Day 7 RNN Project – Text Generation or Sentiment Analysis.mp4	MP4	156.01 MB

12. Wk 12 Transformer, Attention Mechanism

090 Introduction to Week 12 Transformers and Attention Mechanisms.mp4	MP4	3.99 MB
091 Day 1 Introduction to Attention Mechanisms.mp4	MP4	110.73 MB
092 Day 2 Introduction to Transformers Architecture.mp4	MP4	139.34 MB
093 Day 3 Self-Attention and Multi-Head Attention in Transformers.mp4	MP4	189.39 MB
094 Day 4 Positional Encoding and Feed-Forward Networks.mp4	MP4	165.83 MB
095 Day 5 Hands-On with Pre-Trained Transformers – BERT and GPT.mp4	MP4	168.75 MB
096 Day 6 Advanced Transformers – BERT Variants and GPT-3.mp4	MP4	171.31 MB
097 Day 7 Transformer Project – Text Summarization or Translation.mp4	MP4	155.43 MB

13. Week 13 Transfer Learning, Fine Tuning

098 Introduction to Week 13 Transfer Learning and Fine-Tuning.mp4	MP4	3.21 MB
099 Day 1 Introduction to Transfer Learning.mp4	MP4	118.93 MB
100 Day 2 Transfer Learning in Computer Vision.mp4	MP4	234.41 MB
101 Day 3 Fine-Tuning Techniques in Computer Vision.mp4	MP4	191.36 MB
102 Day 4 Transfer Learning in NLP.mp4	MP4	142.39 MB
103 Day 5 Fine-Tuning Techniques in NLP.mp4	MP4	224.17 MB
104 Day 6 Domain Adaptation and Transfer Learning Challenges.mp4	MP4	128.48 MB
105 Day 7 Transfer Learning Project – Fine-Tuning for a Custom Task.mp4	MP4	154.16 MB

14. Week 1 Python Basics

106 Learn Python from Scratch - Quick Tutorial.mp4	MP4	180.04 MB
107 Day 1 Welcome Message Generator Print Statements & Hello World.mp4	MP4	70.69 MB
108 Day 2 Personalized Greeting Program Variables & Data Types.mp4	MP4	76.6 MB
109 Day 3 Simple Calculator User Input & String Formatting.mp4	MP4	81.89 MB
110 Day 4 Number Comparison Tool If-Else Statements.mp4	MP4	74.71 MB
111 Day 5 Countdown Timer Loops (For & While).mp4	MP4	54.97 MB
112 Day 6 Basic Math Quiz Game Functions.mp4	MP4	99.51 MB
113 Day 7 Shopping List App Lists.mp4	MP4	110.35 MB

15. Week 2 Intermediate Python

114 Day 8 Contact Book Dictionaries.mp4	MP4	131.09 MB
115 Day 9 Ingredient Checker Tuples & Sets.mp4	MP4	82.24 MB
116 Day 10 Note-Taking App File Handling.mp4	MP4	102.49 MB
117 Day 11 Safe Calculator Exception Handling.mp4	MP4	94.83 MB
118 Day 12 Temperature Converter Functions with Return Values.mp4	MP4	92.21 MB
119 Day 13 Student Grade Manager List Comprehensions.mp4	MP4	76.85 MB
120 Day 14 Random Password Generator Modules & Libraries.mp4	MP4	92.78 MB

16. Week 3 Working with Data

121 Day 15 Recipe Viewer App Reading Files.mp4	MP4	101.31 MB
122 Day 16 Daily Journal Logger Writing Files.mp4	MP4	97.08 MB
123 Day 17 Student Report Generator CSV Files.mp4	MP4	95.21 MB
124 Day 18 Mini To-Do App JSON Files.mp4	MP4	116.81 MB
125 Day 19 Weather App using API APIs (Basics).mp4	MP4	116.51 MB
126 Day 20 Event Countdown Timer Dates & Time.mp4	MP4	97.25 MB
127 Day 21 Wikipedia Article Scraper Web Scraping.mp4	MP4	139.9 MB

17. Week 4 Object Orient Prog

128 Day 22 Bank Account Simulator Classes & Objects.mp4	MP4	132.61 MB
129 Day 23 Library Management System Constructors & Methods.mp4	MP4	109.52 MB
130 Day 24 Employee Management System Inheritance.mp4	MP4	143.83 MB
131 Day 25 Animal Sound Simulator Polymorphism.mp4	MP4	86.34 MB
132 Day 26 Secure User Profile App Encapsulation.mp4	MP4	118.36 MB
133 Day 27 Inventory Management System Static & Class Methods.mp4	MP4	108.63 MB
134 Day 28 Mini ATM Machine Final OOP Project.mp4	MP4	120.25 MB

18. Week 5 GUI Programming

135 Day 29 Simple GUI App Tkinter Basics.mp4	MP4	116.33 MB
136 Day 30 Click Counter App Buttons & Events.mp4	MP4	124.81 MB
137 Day 31 BMI Calculator Input Fields.mp4	MP4	129.95 MB
138 Day 32 Drawing Pad App Canvas Widgets.mp4	MP4	134.24 MB
139 Day 33 Simple Login System Message Boxes.mp4	MP4	115.08 MB
140 Day 34 To-Do List GUI Advanced Widgets.mp4	MP4	118.52 MB
141 Day 35 Expense Tracker App GUI Capstone.mp4	MP4	154.73 MB

19. Week 6 Web Dev w Python

142 Day 36 Hello Flask App Flask Basics.mp4	MP4	95.61 MB
143 Day 37 Personal Blog Website Routes & Templates.mp4	MP4	147.5 MB
144 Day 38 Contact Form App Forms & User Input.mp4	MP4	79.71 MB
145 Day 39 User Registration App Database Integration.mp4	MP4	127.65 MB
146 Day 40 Mini Weather API REST APIs.mp4	MP4	124.91 MB
147 Day 41 Deploy Flask App Deployment.mp4	MP4	122.03 MB
148 Day 42 Portfolio Website Flask Capstone.mp4	MP4	101.13 MB

2. Week 2 Data Science Essentials for AI

010 Intro Week 2 Data Science Essentials.mp4	MP4	3.12 MB
011 Day 1 Intro NumPy for Numerical Computing.mp4	MP4	162.05 MB
012 Day 2 Advanced NumPy Operations.mp4	MP4	148.45 MB
013 Day 3 Intro Pandas for Data Manipulation.mp4	MP4	152.51 MB
014 Day 4 Data Cleaning and Prep - Pandas.mp4	MP4	155.8 MB
015 Day 5 Data Aggregation, Grouping in Pandas.mp4	MP4	98.97 MB
016 Day 6 Data Visualize, Matplotlib, Seaborn.mp4	MP4	221.74 MB
017 Day 7 EDA Project.mp4	MP4	168.47 MB

20. Week 7 Data Science Basics

149 Day 43 Matrix Calculator NumPy.mp4	MP4	113.78 MB
150 Day 44 Data Cleaner Pandas.mp4	MP4	93.67 MB
151 Day 45 Graph Plotter Matplotlib.mp4	MP4	118.36 MB
152 Day 46 Sales Report Analyzer Data Analysis.mp4	MP4	167.7 MB
153 Day 47 Temperature Plotter Plotting Trends.mp4	MP4	133.44 MB
154 Day 48 Stock Price Tracker Data Scraping.mp4	MP4	121.67 MB
155 Day 49 COVID-19 Dashboard Capstone Project.mp4	MP4	145.53 MB

21. Days 50-60 Intermed Projs

156 Day 50 Weather Dashboard App.mp4	MP4	200.61 MB
157 Day 51 Expense Tracker.mp4	MP4	139.94 MB
158 Day 52 File Organizer Tool.mp4	MP4	114.62 MB
159 Day 53 Tic-Tac-Toe Game.mp4	MP4	187.23 MB
160 Day 54 Mini Chatbot.mp4	MP4	67.62 MB
161 Day 55 Music Playlist Organizer.mp4	MP4	155.75 MB
162 Day 56 Personal Budget Planner.mp4	MP4	105.74 MB
163 Day 57 ASCII Art Generator.mp4	MP4	104.14 MB
164 Day 58 Pomodoro Timer.mp4	MP4	164.61 MB
165 Day 59 Markdown to HTML Converter.mp4	MP4	123.45 MB
166 Day 60 Personal Diary App.mp4	MP4	147.93 MB

22. Days 61-70 Adv Intermed Projs

167 Day 61 Social Media Scraper.mp4	MP4	94.63 MB
168 Day 62 Automated Backup Tool.mp4	MP4	100.02 MB
169 Day 63 Movie Recommendation System.mp4	MP4	114.96 MB
170 Day 64 PDF Merger Tool.mp4	MP4	72.67 MB
171 Day 65 Portfolio Website Backend.mp4	MP4	142.49 MB
172 Day 66 Flashcards Learning App.mp4	MP4	69.42 MB
173 Day 67 Stock Market Dashboard.mp4	MP4	116.14 MB
174 Day 68 Task Scheduler.mp4	MP4	121.94 MB
175 Day 69 Currency Converter.mp4	MP4	83.64 MB
176 Day 70 Data Visualizer App.mp4	MP4	150.44 MB

23. Days 71-80 AI, Projs

177 Day 71 Spam Email Detector.mp4	MP4	202.31 MB
178 Day 72 Text Sentiment Analyzer.mp4	MP4	84.12 MB
179 Day 73 Handwriting Digit Recognition.mp4	MP4	209.33 MB
180 Day 74 Voice Assistant.mp4	MP4	129.41 MB
181 Day 75 Face Detection App.mp4	MP4	133.02 MB
182 Day 76 Simple Recommendation System.mp4	MP4	114.04 MB
183 Day 77 AI Chatbot with NLP.mp4	MP4	97.77 MB
184 Day 78 Object Detection App.mp4	MP4	83.64 MB
185 Day 79 Language Translator Tool.mp4	MP4	72.25 MB
186 Day 80 Fake News Detector.mp4	MP4	104.54 MB

24. Machine in Py

187 Intro Algorithms and in Python.mp4	MP4	13.8 MB
188 1 Supervised Linear Regression.mp4	MP4	38.27 MB
189 2 Sup. Ridge, Lasso Regression.mp4	MP4	51.64 MB
190 3 Supervised Polynomial Regression.mp4	MP4	47.02 MB
191 4 Supervised Logistic Regression.mp4	MP4	36.35 MB
192 5 Supervised KNN.mp4	MP4	40.31 MB
193 6 Supervised SVM.mp4	MP4	42.25 MB
194 7 Supervised Decision Trees.mp4	MP4	41.03 MB
195 8 Supervised Random Forests.mp4	MP4	40.62 MB
196 9 Supervised Gradient Boosting.mp4	MP4	41.67 MB
197 10 Supervised Naive Bayes.mp4	MP4	36.67 MB
198 11 Unsup. K-Means Clustering.mp4	MP4	22.78 MB
199 12 Unsup. Hierarchical Clustering.mp4	MP4	30.23 MB
200 13 Unsupervised DBSCAN.mp4	MP4	26 MB
201 14 Unsupervised GMM.mp4	MP4	28.05 MB
202 15 Unsupervised PCA.mp4	MP4	28.2 MB
203 16 Unsup. t-Distributed Stochastic.mp4	MP4	32.44 MB
204 17 Unsupervised Autoencoders.mp4	MP4	57.77 MB
205 18 Self-Training.mp4	MP4	51.93 MB
206 19 Q-Learning.mp4	MP4	64.38 MB
207 20 Deep Q-Networks (DQN).mp4	MP4	111 MB
208 21 Policy Gradient Methods.mp4	MP4	93 MB
209 22 One-Class SVM.mp4	MP4	28.87 MB
210 23 Isolation Forest.mp4	MP4	32.42 MB
211 24 CNNs.mp4	MP4	64.67 MB
212 25 RNNs.mp4	MP4	58.19 MB
213 26 LSTM.mp4	MP4	55.14 MB
214 27 Transformers.mp4	MP4	92.37 MB

3. Week 3 Math for, AI

018 Intro Week 3 Mathematics for Machine Learning.mp4	MP4	3.24 MB
019 Day 1 Linear Algebra Fundamentals.mp4	MP4	143.86 MB
020 Day 2 Advanced Linear Algebra Concepts.mp4	MP4	134.61 MB
021 Day 3 Calculus for Machine Learning (Derivatives).mp4	MP4	123.25 MB
022 Day 4 Calculus (Integrals and Optimization).mp4	MP4	103.49 MB
023 Day 5 Probability Theory, Distributions.mp4	MP4	179.12 MB
024 Day 6 Statistics Fundamentals.mp4	MP4	137.2 MB
025 Day 7 Math-Driven Mini Proj – Linear Regression.mp4	MP4	113.3 MB

4. Wk 4 Probability, Stats, AI

026 Intro Week 4 Probability and Statistics.mp4	MP4	3.57 MB
027 Day 1 Probability Theory and Random Variables.mp4	MP4	122.69 MB
028 Day 2 Probability Distributions in Machine Learning.mp4	MP4	116.02 MB
029 Day 3 Stat Inference - Estimation, Confidence Intervals.mp4	MP4	112.65 MB
030 Day 4 Hypothesis Testing and P-Values.mp4	MP4	70.75 MB
031 Day 5 Types of Hypothesis Tests.mp4	MP4	132.74 MB
032 Day 6 Correlation and Regression Analysis.mp4	MP4	124.73 MB
033 Day 7 Stat Analysis Proj – Analyzing Real-World Data.mp4	MP4	208.4 MB

5. Week 5 Intro to Machine Learning

034 Intro Week 5 Machine Learning.mp4	MP4	3.62 MB
035 Day 1 Machine Learning Basics, Terminology.mp4	MP4	98.3 MB
036 Day 2 Intro Supervised Learning, Regress Model.mp4	MP4	100.61 MB
037 Day 3 Adv Regression – Polynomial Regularization.mp4	MP4	304.58 MB
038 Day 4 Intro Classification and Logistic Regression.mp4	MP4	186.98 MB
039 Day 5 Model Evaluation and Cross-Validation.mp4	MP4	112.92 MB
040 Day 6 k-Nearest Neighbors (k-NN) Algorithm.mp4	MP4	139.49 MB
041 Day 7 Supervised Learning Mini Project.mp4	MP4	227.68 MB

6. Week 6 Feature Engineering, Model Eval

042 Intro Week 6 Feature Engineering, Model Eval.mp4	MP4	2.94 MB
043 Day 1 Introduction to Feature Engineering.mp4	MP4	105.89 MB
044 Day 2 Data Scaling and Normalization.mp4	MP4	131.66 MB
045 Day 3 Encoding Categorical Variables.mp4	MP4	132.1 MB
046 Day 4 Feature Selection Techniques.mp4	MP4	128.21 MB
047 Day 5 Creating and Transforming Features.mp4	MP4	140.76 MB
048 Day 6 Model Evaluation Techniques.mp4	MP4	117.35 MB
049 Day 7 Cross-Validation, Hyperparameter Tun.mp4	MP4	162.34 MB

7. Wk 7 Adv Machine Learning Algorithms

050 Intro Week 7 Adv Algorithms.mp4	MP4	2.81 MB
051 Day 1 Introduction to Ensemble Learning.mp4	MP4	115.08 MB
052 Day 2 Bagging and Random Forests.mp4	MP4	107.05 MB
053 Day 3 Boosting and Gradient Boosting.mp4	MP4	127.18 MB
054 Day 4 Introduction to XGBoost.mp4	MP4	153.82 MB
055 Day 5 LightGBM and CatBoost.mp4	MP4	167.17 MB
056 Day 6 Handling Imbalanced Data.mp4	MP4	139.78 MB
057 Day 7 Proj – Compare Models Real Dataset.mp4	MP4	207.19 MB

8. Week 8 Model Tuning, Optimization

058 Introduction to Week 8 Model Tuning and Optimization.mp4	MP4	4.24 MB
059 Day 1 Introduction to Hyperparameter Tuning.mp4	MP4	109.35 MB
060 Day 2 Grid Search and Random Search.mp4	MP4	136.06 MB
061 Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4	MP4	245 MB
062 Day 4 Regularization Techniques for Model Optimization.mp4	MP4	116.66 MB
063 Day 5 Cross-Validation and Model Evaluation Techniques.mp4	MP4	102.38 MB
064 Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4	MP4	171.32 MB
065 Day 7 Optimization Project – Building and Tuning a Final Model.mp4	MP4	207.85 MB
066 Introduction to Week 9 Neural Networks and Deep Learning Fundamentals.mp4	MP4	3.75 MB

9. Week 9 Neural Networks, Deep Learning

067 Day 1 Introduction to Deep Learning and Neural Networks.mp4	MP4	110.72 MB
068 Day 2 Forward Propagation and Activation Functions.mp4	MP4	109.84 MB
069 Day 3 Loss Functions and Backpropagation.mp4	MP4	118.05 MB
070 Day 4 Gradient Descent and Optimization Techniques.mp4	MP4	180.92 MB
071 Day 5 Building Neural Networks with TensorFlow and Keras.mp4	MP4	153.87 MB
072 Day 6 Building Neural Networks with PyTorch.mp4	MP4	240.38 MB
073 Day 7 Neural Network Project – Image Classification on CIFAR-10.mp4	MP4	200.8 MB

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2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'

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