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| 001 Intro Week 1 Python Prog Basics.mp4 |
2.45Мб |
| 002 Day 1 Intro Python and Dev Setup.mp4 |
130.01Мб |
| 003 Day 2 Control Flow in Python.mp4 |
222.60Мб |
| 004 Day 3 Functions and Modules.mp4 |
139.43Мб |
| 005 Day 4 Data Structure List, Tuple, Dict, Set.mp4 |
200.54Мб |
| 006 Day 5 Working with Strings.mp4 |
152.33Мб |
| 007 Day 6 File Handling.mp4 |
148.56Мб |
| 008 Day 7 Pythonic Code and Project Work.mp4 |
309.45Мб |
| 009 Video ''009'' does not exist. Cont. to ''010...''.txt |
240б |
| 010 Intro Week 2 Data Science Essentials.mp4 |
3.12Мб |
| 011 Day 1 Intro NumPy for Numerical Computing.mp4 |
162.05Мб |
| 012 Day 2 Advanced NumPy Operations.mp4 |
148.45Мб |
| 013 Day 3 Intro Pandas for Data Manipulation.mp4 |
152.51Мб |
| 014 Day 4 Data Cleaning and Prep - Pandas.mp4 |
155.80Мб |
| 015 Day 5 Data Aggregation, Grouping in Pandas.mp4 |
98.97Мб |
| 016 Day 6 Data Visualize, Matplotlib, Seaborn.mp4 |
221.74Мб |
| 017 Day 7 EDA Project.mp4 |
168.47Мб |
| 018 Intro Week 3 Mathematics for Machine Learning.mp4 |
3.24Мб |
| 019 Day 1 Linear Algebra Fundamentals.mp4 |
143.86Мб |
| 020 Day 2 Advanced Linear Algebra Concepts.mp4 |
134.61Мб |
| 021 Day 3 Calculus for Machine Learning (Derivatives).mp4 |
123.25Мб |
| 022 Day 4 Calculus (Integrals and Optimization).mp4 |
103.49Мб |
| 023 Day 5 Probability Theory, Distributions.mp4 |
179.12Мб |
| 024 Day 6 Statistics Fundamentals.mp4 |
137.20Мб |
| 025 Day 7 Math-Driven Mini Proj – Linear Regression.mp4 |
113.30Мб |
| 026 Intro Week 4 Probability and Statistics.mp4 |
3.57Мб |
| 027 Day 1 Probability Theory and Random Variables.mp4 |
122.69Мб |
| 028 Day 2 Probability Distributions in Machine Learning.mp4 |
116.02Мб |
| 029 Day 3 Stat Inference - Estimation, Confidence Intervals.mp4 |
112.65Мб |
| 030 Day 4 Hypothesis Testing and P-Values.mp4 |
70.75Мб |
| 031 Day 5 Types of Hypothesis Tests.mp4 |
132.74Мб |
| 032 Day 6 Correlation and Regression Analysis.mp4 |
124.73Мб |
| 033 Day 7 Stat Analysis Proj – Analyzing Real-World Data.mp4 |
208.40Мб |
| 034 Intro Week 5 Machine Learning.mp4 |
3.62Мб |
| 035 Day 1 Machine Learning Basics, Terminology.mp4 |
98.30Мб |
| 036 Day 2 Intro Supervised Learning, Regress Model.mp4 |
100.61Мб |
| 037 Day 3 Adv Regression – Polynomial Regularization.mp4 |
304.58Мб |
| 038 Day 4 Intro Classification and Logistic Regression.mp4 |
186.98Мб |
| 039 Day 5 Model Evaluation and Cross-Validation.mp4 |
112.92Мб |
| 040 Day 6 k-Nearest Neighbors (k-NN) Algorithm.mp4 |
139.49Мб |
| 041 Day 7 Supervised Learning Mini Project.mp4 |
227.68Мб |
| 042 Intro Week 6 Feature Engineering, Model Eval.mp4 |
2.94Мб |
| 043 Day 1 Introduction to Feature Engineering.mp4 |
105.89Мб |
| 044 Day 2 Data Scaling and Normalization.mp4 |
131.66Мб |
| 045 Day 3 Encoding Categorical Variables.mp4 |
132.10Мб |
| 046 Day 4 Feature Selection Techniques.mp4 |
128.21Мб |
| 047 Day 5 Creating and Transforming Features.mp4 |
140.76Мб |
| 048 Day 6 Model Evaluation Techniques.mp4 |
117.35Мб |
| 049 Day 7 Cross-Validation, Hyperparameter Tun.mp4 |
162.34Мб |
| 050 Intro Week 7 Adv Algorithms.mp4 |
2.81Мб |
| 051 Day 1 Introduction to Ensemble Learning.mp4 |
115.08Мб |
| 052 Day 2 Bagging and Random Forests.mp4 |
107.05Мб |
| 053 Day 3 Boosting and Gradient Boosting.mp4 |
127.18Мб |
| 054 Day 4 Introduction to XGBoost.mp4 |
153.82Мб |
| 055 Day 5 LightGBM and CatBoost.mp4 |
167.17Мб |
| 056 Day 6 Handling Imbalanced Data.mp4 |
139.78Мб |
| 057 Day 7 Proj – Compare Models Real Dataset.mp4 |
207.19Мб |
| 058 Introduction to Week 8 Model Tuning and Optimization.mp4 |
4.24Мб |
| 059 Day 1 Introduction to Hyperparameter Tuning.mp4 |
109.35Мб |
| 060 Day 2 Grid Search and Random Search.mp4 |
136.06Мб |
| 061 Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4 |
245.00Мб |
| 062 Day 4 Regularization Techniques for Model Optimization.mp4 |
116.66Мб |
| 063 Day 5 Cross-Validation and Model Evaluation Techniques.mp4 |
102.38Мб |
| 064 Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4 |
171.32Мб |
| 065 Day 7 Optimization Project – Building and Tuning a Final Model.mp4 |
207.85Мб |
| 066 Introduction to Week 9 Neural Networks and Deep Learning Fundamentals.mp4 |
3.75Мб |
| 067 Day 1 Introduction to Deep Learning and Neural Networks.mp4 |
110.72Мб |
| 068 Day 2 Forward Propagation and Activation Functions.mp4 |
109.84Мб |
| 069 Day 3 Loss Functions and Backpropagation.mp4 |
118.05Мб |
| 070 Day 4 Gradient Descent and Optimization Techniques.mp4 |
180.92Мб |
| 071 Day 5 Building Neural Networks with TensorFlow and Keras.mp4 |
153.87Мб |
| 072 Day 6 Building Neural Networks with PyTorch.mp4 |
240.38Мб |
| 073 Day 7 Neural Network Project – Image Classification on CIFAR-10.mp4 |
200.80Мб |
| 074 Introduction to Week 10 Convolutional Neural Networks (CNNs).mp4 |
4.19Мб |
| 075 Day 1 Introduction to Convolutional Neural Networks.mp4 |
212.77Мб |
| 076 Day 2 Convolutional Layers and Filters.mp4 |
189.65Мб |
| 077 Day 3 Pooling Layers and Dimensionality Reduction.mp4 |
210.59Мб |
| 078 Day 4 Building CNN Architectures with Keras and TensorFlow.mp4 |
142.40Мб |
| 079 Day 5 Building CNN Architectures with PyTorch.mp4 |
204.80Мб |
| 080 Day 6 Regularization and Data Augmentation for CNNs.mp4 |
148.73Мб |
| 081 Day 7 CNN Project – Image Classification on Fashion MNIST or CIFAR-10.mp4 |
247.95Мб |
| 082 Introduction to Week 11 Recurrent Neural Networks (RNNs) and Sequence Modeling.mp4 |
4.23Мб |
| 083 Day 1 Introduction to Sequence Modeling and RNNs.mp4 |
275.12Мб |
| 084 Day 2 Understanding RNN Architecture and Backpropagation Through Time (BPTT).mp4 |
212.85Мб |
| 085 Day 3 Long Short-Term Memory (LSTM) Networks.mp4 |
112.56Мб |
| 086 Day 4 Gated Recurrent Units (GRUs).mp4 |
52.68Мб |
| 087 Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4 |
207.45Мб |
| 088 Day 6 Sequence-to-Sequence Models and Applications.mp4 |
401.43Мб |
| 089 Day 7 RNN Project – Text Generation or Sentiment Analysis.mp4 |
156.01Мб |
| 090 Introduction to Week 12 Transformers and Attention Mechanisms.mp4 |
3.99Мб |
| 091 Day 1 Introduction to Attention Mechanisms.mp4 |
110.73Мб |
| 092 Day 2 Introduction to Transformers Architecture.mp4 |
139.34Мб |
| 093 Day 3 Self-Attention and Multi-Head Attention in Transformers.mp4 |
189.39Мб |
| 094 Day 4 Positional Encoding and Feed-Forward Networks.mp4 |
165.83Мб |
| 095 Day 5 Hands-On with Pre-Trained Transformers – BERT and GPT.mp4 |
168.75Мб |
| 096 Day 6 Advanced Transformers – BERT Variants and GPT-3.mp4 |
171.31Мб |
| 097 Day 7 Transformer Project – Text Summarization or Translation.mp4 |
155.43Мб |
| 098 Introduction to Week 13 Transfer Learning and Fine-Tuning.mp4 |
3.21Мб |
| 099 Day 1 Introduction to Transfer Learning.mp4 |
118.93Мб |
| 100 Day 2 Transfer Learning in Computer Vision.mp4 |
234.41Мб |
| 101 Day 3 Fine-Tuning Techniques in Computer Vision.mp4 |
191.36Мб |
| 102 Day 4 Transfer Learning in NLP.mp4 |
142.39Мб |
| 103 Day 5 Fine-Tuning Techniques in NLP.mp4 |
224.17Мб |
| 104 Day 6 Domain Adaptation and Transfer Learning Challenges.mp4 |
128.48Мб |
| 105 Day 7 Transfer Learning Project – Fine-Tuning for a Custom Task.mp4 |
154.16Мб |
| 106 Learn Python from Scratch - Quick Tutorial.mp4 |
180.04Мб |
| 107 Day 1 Welcome Message Generator Print Statements & Hello World.mp4 |
70.69Мб |
| 108 Day 2 Personalized Greeting Program Variables & Data Types.mp4 |
76.60Мб |
| 109 Day 3 Simple Calculator User Input & String Formatting.mp4 |
81.89Мб |
| 110 Day 4 Number Comparison Tool If-Else Statements.mp4 |
74.71Мб |
| 111 Day 5 Countdown Timer Loops (For & While).mp4 |
54.97Мб |
| 112 Day 6 Basic Math Quiz Game Functions.mp4 |
99.51Мб |
| 113 Day 7 Shopping List App Lists.mp4 |
110.35Мб |
| 114 Day 8 Contact Book Dictionaries.mp4 |
131.09Мб |
| 115 Day 9 Ingredient Checker Tuples & Sets.mp4 |
82.24Мб |
| 116 Day 10 Note-Taking App File Handling.mp4 |
102.49Мб |
| 117 Day 11 Safe Calculator Exception Handling.mp4 |
94.83Мб |
| 118 Day 12 Temperature Converter Functions with Return Values.mp4 |
92.21Мб |
| 119 Day 13 Student Grade Manager List Comprehensions.mp4 |
76.85Мб |
| 120 Day 14 Random Password Generator Modules & Libraries.mp4 |
92.78Мб |
| 121 Day 15 Recipe Viewer App Reading Files.mp4 |
101.31Мб |
| 122 Day 16 Daily Journal Logger Writing Files.mp4 |
97.08Мб |
| 123 Day 17 Student Report Generator CSV Files.mp4 |
95.21Мб |
| 124 Day 18 Mini To-Do App JSON Files.mp4 |
116.81Мб |
| 125 Day 19 Weather App using API APIs (Basics).mp4 |
116.51Мб |
| 126 Day 20 Event Countdown Timer Dates & Time.mp4 |
97.25Мб |
| 127 Day 21 Wikipedia Article Scraper Web Scraping.mp4 |
139.90Мб |
| 128 Day 22 Bank Account Simulator Classes & Objects.mp4 |
132.61Мб |
| 129 Day 23 Library Management System Constructors & Methods.mp4 |
109.52Мб |
| 130 Day 24 Employee Management System Inheritance.mp4 |
143.83Мб |
| 131 Day 25 Animal Sound Simulator Polymorphism.mp4 |
86.34Мб |
| 132 Day 26 Secure User Profile App Encapsulation.mp4 |
118.36Мб |
| 133 Day 27 Inventory Management System Static & Class Methods.mp4 |
108.63Мб |
| 134 Day 28 Mini ATM Machine Final OOP Project.mp4 |
120.25Мб |
| 135 Day 29 Simple GUI App Tkinter Basics.mp4 |
116.33Мб |
| 136 Day 30 Click Counter App Buttons & Events.mp4 |
124.81Мб |
| 137 Day 31 BMI Calculator Input Fields.mp4 |
129.95Мб |
| 138 Day 32 Drawing Pad App Canvas Widgets.mp4 |
134.24Мб |
| 139 Day 33 Simple Login System Message Boxes.mp4 |
115.08Мб |
| 140 Day 34 To-Do List GUI Advanced Widgets.mp4 |
118.52Мб |
| 141 Day 35 Expense Tracker App GUI Capstone.mp4 |
154.73Мб |
| 142 Day 36 Hello Flask App Flask Basics.mp4 |
95.61Мб |
| 143 Day 37 Personal Blog Website Routes & Templates.mp4 |
147.50Мб |
| 144 Day 38 Contact Form App Forms & User Input.mp4 |
79.71Мб |
| 145 Day 39 User Registration App Database Integration.mp4 |
127.65Мб |
| 146 Day 40 Mini Weather API REST APIs.mp4 |
124.91Мб |
| 147 Day 41 Deploy Flask App Deployment.mp4 |
122.03Мб |
| 148 Day 42 Portfolio Website Flask Capstone.mp4 |
101.13Мб |
| 149 Day 43 Matrix Calculator NumPy.mp4 |
113.78Мб |
| 150 Day 44 Data Cleaner Pandas.mp4 |
93.67Мб |
| 151 Day 45 Graph Plotter Matplotlib.mp4 |
118.36Мб |
| 152 Day 46 Sales Report Analyzer Data Analysis.mp4 |
167.70Мб |
| 153 Day 47 Temperature Plotter Plotting Trends.mp4 |
133.44Мб |
| 154 Day 48 Stock Price Tracker Data Scraping.mp4 |
121.67Мб |
| 155 Day 49 COVID-19 Dashboard Capstone Project.mp4 |
145.53Мб |
| 156 Day 50 Weather Dashboard App.mp4 |
200.61Мб |
| 157 Day 51 Expense Tracker.mp4 |
139.94Мб |
| 158 Day 52 File Organizer Tool.mp4 |
114.62Мб |
| 159 Day 53 Tic-Tac-Toe Game.mp4 |
187.23Мб |
| 160 Day 54 Mini Chatbot.mp4 |
67.62Мб |
| 161 Day 55 Music Playlist Organizer.mp4 |
155.75Мб |
| 162 Day 56 Personal Budget Planner.mp4 |
105.74Мб |
| 163 Day 57 ASCII Art Generator.mp4 |
104.14Мб |
| 164 Day 58 Pomodoro Timer.mp4 |
164.61Мб |
| 165 Day 59 Markdown to HTML Converter.mp4 |
123.45Мб |
| 166 Day 60 Personal Diary App.mp4 |
147.93Мб |
| 167 Day 61 Social Media Scraper.mp4 |
94.63Мб |
| 168 Day 62 Automated Backup Tool.mp4 |
100.02Мб |
| 169 Day 63 Movie Recommendation System.mp4 |
114.96Мб |
| 170 Day 64 PDF Merger Tool.mp4 |
72.67Мб |
| 171 Day 65 Portfolio Website Backend.mp4 |
142.49Мб |
| 172 Day 66 Flashcards Learning App.mp4 |
69.42Мб |
| 173 Day 67 Stock Market Dashboard.mp4 |
116.14Мб |
| 174 Day 68 Task Scheduler.mp4 |
121.94Мб |
| 175 Day 69 Currency Converter.mp4 |
83.64Мб |
| 176 Day 70 Data Visualizer App.mp4 |
150.44Мб |
| 177 Day 71 Spam Email Detector.mp4 |
202.31Мб |
| 178 Day 72 Text Sentiment Analyzer.mp4 |
84.12Мб |
| 179 Day 73 Handwriting Digit Recognition.mp4 |
209.33Мб |
| 180 Day 74 Voice Assistant.mp4 |
129.41Мб |
| 181 Day 75 Face Detection App.mp4 |
133.02Мб |
| 182 Day 76 Simple Recommendation System.mp4 |
114.04Мб |
| 183 Day 77 AI Chatbot with NLP.mp4 |
97.77Мб |
| 184 Day 78 Object Detection App.mp4 |
83.64Мб |
| 185 Day 79 Language Translator Tool.mp4 |
72.25Мб |
| 186 Day 80 Fake News Detector.mp4 |
104.54Мб |
| 187 Intro Algorithms and in Python.mp4 |
13.80Мб |
| 188 1 Supervised Linear Regression.mp4 |
38.27Мб |
| 189 2 Sup. Ridge, Lasso Regression.mp4 |
51.64Мб |
| 190 3 Supervised Polynomial Regression.mp4 |
47.02Мб |
| 191 4 Supervised Logistic Regression.mp4 |
36.35Мб |
| 192 5 Supervised KNN.mp4 |
40.31Мб |
| 193 6 Supervised SVM.mp4 |
42.25Мб |
| 194 7 Supervised Decision Trees.mp4 |
41.03Мб |
| 195 8 Supervised Random Forests.mp4 |
40.62Мб |
| 196 9 Supervised Gradient Boosting.mp4 |
41.67Мб |
| 197 10 Supervised Naive Bayes.mp4 |
36.67Мб |
| 198 11 Unsup. K-Means Clustering.mp4 |
22.78Мб |
| 199 12 Unsup. Hierarchical Clustering.mp4 |
30.23Мб |
| 200 13 Unsupervised DBSCAN.mp4 |
26.00Мб |
| 201 14 Unsupervised GMM.mp4 |
28.05Мб |
| 202 15 Unsupervised PCA.mp4 |
28.20Мб |
| 2025 AI Python Development Megaclass 300 Hands-on Projects -Udemy 'School of AI'.txt |
236б |
| 203 16 Unsup. t-Distributed Stochastic.mp4 |
32.44Мб |
| 204 17 Unsupervised Autoencoders.mp4 |
57.77Мб |
| 205 18 Self-Training.mp4 |
51.93Мб |
| 206 19 Q-Learning.mp4 |
64.38Мб |
| 207 20 Deep Q-Networks (DQN).mp4 |
111.00Мб |
| 208 21 Policy Gradient Methods.mp4 |
93.00Мб |
| 209 22 One-Class SVM.mp4 |
28.87Мб |
| 210 23 Isolation Forest.mp4 |
32.42Мб |
| 211 24 CNNs.mp4 |
64.67Мб |
| 212 25 RNNs.mp4 |
58.19Мб |
| 213 26 LSTM.mp4 |
55.14Мб |
| 214 27 Transformers.mp4 |
92.37Мб |
| AIBootcamp.pdf |
2.38Мб |
| Code files.zip |
30.43Мб |
| Python100Days.pdf |
524.18Кб |
| Python100Days Code.zip |
5.36Мб |