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[FreeCourseSite.com] Udemy - Data Science Mastery Complete Data Science Bootcamp 2025
magnet:?xt=urn:btih:1479a8179bc8f15107de06992550ee4ad5e25090&dn=[FreeCourseSite.com] Udemy - Data Science Mastery Complete Data Science Bootcamp 2025
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Hash值:
1479a8179bc8f15107de06992550ee4ad5e25090
点击数:
7
文件大小:
23.65 GB
文件数量:
243
创建日期:
2025-6-10 14:12
最后访问:
2025-6-11 08:35
访问标签:
FreeCourseSite
com
Udemy
-
Data
Science
Mastery
Complete
Data
Science
Bootcamp
2025
文件列表详情
1 - Data Science Modules Introduction and Brief Overview/1 - What Will We Cover.mp4 6.99 MB
1 - Data Science Modules Introduction and Brief Overview/10 - Module 9 Big Data Technologies Managing and Analyzing Massive Datasets.mp4 22.24 MB
1 - Data Science Modules Introduction and Brief Overview/11 - Module 10 Data Ethics and Governance Responsible AI and Data Practices.mp4 26.89 MB
1 - Data Science Modules Introduction and Brief Overview/12 - Module 11 Business Understanding and Domain Expertise.mp4 25.82 MB
1 - Data Science Modules Introduction and Brief Overview/13 - Mod 12 Communication and Storytelling Turning Data into Impactful Narratives.mp4 27.28 MB
1 - Data Science Modules Introduction and Brief Overview/14 - Whats Next Bootcamp Deep Dive.mp4 2.45 MB
1 - Data Science Modules Introduction and Brief Overview/2 - Module 1 Data Collection The Foundation of Data Science.mp4 24.12 MB
1 - Data Science Modules Introduction and Brief Overview/3 - Mod 2 Data Cleaning and Preprocessing Turning Raw Data into Usable Insights.mp4 18.23 MB
1 - Data Science Modules Introduction and Brief Overview/4 - Module 3 Data Exploration and Analysis EDA.mp4 18.01 MB
1 - Data Science Modules Introduction and Brief Overview/5 - Module 4 Feature Engineering Transforming Data into Insights.mp4 18.32 MB
1 - Data Science Modules Introduction and Brief Overview/6 - Module 5 Data Visualization Communicating Insights Effectively.mp4 18.57 MB
1 - Data Science Modules Introduction and Brief Overview/7 - Module 6 Machine Learning and Modeling Building Intelligent Systems.mp4 24.36 MB
1 - Data Science Modules Introduction and Brief Overview/8 - Module 7 Model Evaluation and Validation Ensuring Reliable Predictions.mp4 23.46 MB
1 - Data Science Modules Introduction and Brief Overview/9 - Module 8 Model Deployment Bringing Machine Learning Models to Life.mp4 18.89 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/79 - Introduction to Week 9 Neural Networks and Deep Learning Fundamentals.mp4 2.1 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/80 - Day 1 Introduction to Deep Learning and Neural Networks.mp4 168.77 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/81 - Day 2 Forward Propagation and Activation Functions.mp4 172.29 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/82 - Day 3 Loss Functions and Backpropagation.mp4 89.12 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/83 - Day 4 Gradient Descent and Optimization Techniques.mp4 289.45 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/84 - Day 5 Building Neural Networks with TensorFlow and Keras.mp4 232.77 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/85 - Day 6 Building Neural Networks with PyTorch.mp4 390.5 MB
10 - Week 9 Neural Networks and Deep Learning Fundamentals/86 - Day 7 Neural Network Project Image Classification on CIFAR10.mp4 124.71 MB
11 - Week 10 Convolutional Neural Networks CNNs/87 - Introduction to Week 10 Convolutional Neural Networks CNNs.mp4 2.15 MB
11 - Week 10 Convolutional Neural Networks CNNs/88 - Day 1 Introduction to Convolutional Neural Networks.mp4 329.26 MB
11 - Week 10 Convolutional Neural Networks CNNs/89 - Day 2 Convolutional Layers and Filters.mp4 94.82 MB
11 - Week 10 Convolutional Neural Networks CNNs/90 - Day 3 Pooling Layers and Dimensionality Reduction.mp4 157.43 MB
11 - Week 10 Convolutional Neural Networks CNNs/91 - Day 4 Building CNN Architectures with Keras and TensorFlow.mp4 218.03 MB
11 - Week 10 Convolutional Neural Networks CNNs/92 - Day 5 Building CNN Architectures with PyTorch.mp4 231.91 MB
11 - Week 10 Convolutional Neural Networks CNNs/93 - Day 6 Regularization and Data Augmentation for CNNs.mp4 201.33 MB
11 - Week 10 Convolutional Neural Networks CNNs/94 - Day 7 CNN Project Image Classification on Fashion MNIST or CIFAR10.mp4 410.25 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/100 - Day 5 Text Preprocessing and Word Embeddings for RNNs.mp4 230.16 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/101 - Day 6 SequencetoSequence Models and Applications.mp4 646.92 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/102 - Day 7 RNN Project Text Generation or Sentiment Analysis.mp4 173.67 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/95 - Introduction to Week 11 Recurrent Neural Networks RNNs and Sequence Modeling.mp4 2.27 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/96 - Day 1 Introduction to Sequence Modeling and RNNs.mp4 377.26 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/97 - Day 2 Understanding RNN Architecture and Backpropagation Through Time BPTT.mp4 298.77 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/98 - Day 3 Long ShortTerm Memory LSTM Networks.mp4 124.89 MB
12 - Week 11 Recurrent Neural Networks RNNs and Sequence Modeling/99 - Day 4 Gated Recurrent Units GRUs.mp4 57.68 MB
13 - Week 12 Transformers and Attention Mechanisms/103 - Introduction to Week 12 Transformers and Attention Mechanisms.mp4 2.18 MB
13 - Week 12 Transformers and Attention Mechanisms/104 - Day 1 Introduction to Attention Mechanisms.mp4 83.31 MB
13 - Week 12 Transformers and Attention Mechanisms/105 - Day 2 Introduction to Transformers Architecture.mp4 213.71 MB
13 - Week 12 Transformers and Attention Mechanisms/106 - Day 3 SelfAttention and MultiHead Attention in Transformers.mp4 270.92 MB
13 - Week 12 Transformers and Attention Mechanisms/107 - Day 4 Positional Encoding and FeedForward Networks.mp4 186.76 MB
13 - Week 12 Transformers and Attention Mechanisms/108 - Day 5 HandsOn with PreTrained Transformers BERT and GPT.mp4 263.55 MB
13 - Week 12 Transformers and Attention Mechanisms/109 - Day 6 Advanced Transformers BERT Variants and GPT3.mp4 269.24 MB
13 - Week 12 Transformers and Attention Mechanisms/110 - Day 7 Transformer Project Text Summarization or Translation.mp4 246.52 MB
14 - Week 13 Transfer Learning and FineTuning/111 - Introduction to Week 13 Transfer Learning and FineTuning.mp4 1.78 MB
14 - Week 13 Transfer Learning and FineTuning/112 - Day 1 Introduction to Transfer Learning.mp4 186.4 MB
14 - Week 13 Transfer Learning and FineTuning/113 - Day 2 Transfer Learning in Computer Vision.mp4 265.74 MB
14 - Week 13 Transfer Learning and FineTuning/114 - Day 3 FineTuning Techniques in Computer Vision.mp4 216.84 MB
14 - Week 13 Transfer Learning and FineTuning/115 - Day 4 Transfer Learning in NLP.mp4 229.54 MB
14 - Week 13 Transfer Learning and FineTuning/116 - Day 5 FineTuning Techniques in NLP.mp4 167.61 MB
14 - Week 13 Transfer Learning and FineTuning/117 - Day 6 Domain Adaptation and Transfer Learning Challenges.mp4 144.27 MB
14 - Week 13 Transfer Learning and FineTuning/118 - Day 7 Transfer Learning Project FineTuning for a Custom Task.mp4 245.59 MB
15 - Machine Learning Algorithms and Implementations/119 - Introduction to Machine Learning Algorithms.mp4 6.98 MB
15 - Machine Learning Algorithms and Implementations/120 - 1 Linear Regression Implementation in Python.mp4 26.92 MB
15 - Machine Learning Algorithms and Implementations/121 - 2 Ridge and Lasso Regression Implementation in Python.mp4 73.3 MB
15 - Machine Learning Algorithms and Implementations/122 - 3 Polynomial Regression Implementation in Python.mp4 52.84 MB
15 - Machine Learning Algorithms and Implementations/123 - 4 Logistic Regression Implementation in Python.mp4 50.24 MB
15 - Machine Learning Algorithms and Implementations/124 - 5 KNearest Neighbors KNN Implementation in Python.mp4 55.83 MB
15 - Machine Learning Algorithms and Implementations/125 - 6 Support Vector Machines SVM Implementation in Python.mp4 29.41 MB
15 - Machine Learning Algorithms and Implementations/126 - 7 Decision Trees Implementation in Python.mp4 46.61 MB
15 - Machine Learning Algorithms and Implementations/127 - 8 Random Forests Implementation in Python.mp4 57.54 MB
15 - Machine Learning Algorithms and Implementations/128 - 9 Gradient Boosting Implementation in Python.mp4 54.47 MB
15 - Machine Learning Algorithms and Implementations/129 - 10 Naive Bayes Implementation in Python.mp4 21.26 MB
15 - Machine Learning Algorithms and Implementations/130 - 11 KMeans Clustering Implementation in Python.mp4 13.87 MB
15 - Machine Learning Algorithms and Implementations/131 - 12 Hierarchical Clustering Implementation in Python.mp4 34.37 MB
15 - Machine Learning Algorithms and Implementations/132 - 13 DBSCAN DensityBased Spatial Clustering of Applications w Noise.mp4 15.94 MB
15 - Machine Learning Algorithms and Implementations/133 - 14 Gaussian Mixture ModelsGMM Implementation in Python.mp4 17.03 MB
15 - Machine Learning Algorithms and Implementations/134 - 15 Principal Component Analysis PCA Implementation in Python.mp4 16.76 MB
15 - Machine Learning Algorithms and Implementations/135 - 16 tDistributed Stochastic Neighbor Embedding tSNE Implementation in Python.mp4 37.04 MB
15 - Machine Learning Algorithms and Implementations/136 - 17 Autoencoders Implementation in Python.mp4 75.36 MB
15 - Machine Learning Algorithms and Implementations/137 - 18 SelfTraining Implementation in Python.mp4 40.94 MB
15 - Machine Learning Algorithms and Implementations/138 - 19 QLearning Implementation in Python.mp4 51.2 MB
15 - Machine Learning Algorithms and Implementations/139 - 20 Deep QNetworks DQN Implementation in Python.mp4 124.56 MB
15 - Machine Learning Algorithms and Implementations/140 - 21 Policy Gradient Methods Implementation in Python.mp4 102.64 MB
15 - Machine Learning Algorithms and Implementations/141 - 22 OneClass SVM Implementation in Python.mp4 17.73 MB
15 - Machine Learning Algorithms and Implementations/142 - 23 Isolation Forest Implementation in Python.mp4 19.58 MB
15 - Machine Learning Algorithms and Implementations/143 - 24 Convolutional Neural Networks CNNs Implementation in Python.mp4 53.53 MB
15 - Machine Learning Algorithms and Implementations/144 - 25 Recurrent Neural Networks RNNs Implementation in Python.mp4 41.15 MB
15 - Machine Learning Algorithms and Implementations/145 - 26 Long ShortTerm Memory LSTM Implementation in Python.mp4 45.3 MB
15 - Machine Learning Algorithms and Implementations/146 - 27 Transformers Implementation in Python.mp4 123.44 MB
16 - Complete TensorFlow Tutorials/147 - 1 What is Machine Learning in the context of TensorFlow.mp4 24.62 MB
16 - Complete TensorFlow Tutorials/148 - 2 Introduction to TensorFlow.mp4 25.43 MB
16 - Complete TensorFlow Tutorials/149 - 3 TensorFlow vs Other Machine Learning frameworks.mp4 37.79 MB
16 - Complete TensorFlow Tutorials/150 - 4 Installing TensorFlow.mp4 33.7 MB
16 - Complete TensorFlow Tutorials/151 - 5 Setting up your Development Environment.mp4 21.81 MB
16 - Complete TensorFlow Tutorials/152 - 6 Verifying the Installation.mp4 28.52 MB
16 - Complete TensorFlow Tutorials/153 - 7 Introduction to Tensors.mp4 4.67 MB
16 - Complete TensorFlow Tutorials/154 - 8 Tensor Operations.mp4 8.46 MB
16 - Complete TensorFlow Tutorials/155 - 9 Constants Variables and Placeholders.mp4 9.28 MB
16 - Complete TensorFlow Tutorials/156 - 10 TensorFlow Computational Graph.mp4 9.74 MB
16 - Complete TensorFlow Tutorials/157 - 11 Creating and Running a TensorFlow Session.mp4 5.9 MB
16 - Complete TensorFlow Tutorials/158 - 12 Managing Graphs and Sessions.mp4 9.93 MB
16 - Complete TensorFlow Tutorials/159 - 13 Building a Simple Feedforward Neural Network.mp4 21.94 MB
16 - Complete TensorFlow Tutorials/160 - 14 Activation Functions.mp4 9.4 MB
16 - Complete TensorFlow Tutorials/161 - 15 Loss Functions and Optimizers.mp4 14.64 MB
16 - Complete TensorFlow Tutorials/162 - 16 Introduction to Keras API.mp4 12.26 MB
16 - Complete TensorFlow Tutorials/163 - 17 Building Complex Models with Keras.mp4 10.99 MB
16 - Complete TensorFlow Tutorials/164 - 18 Training and Evaluating Models.mp4 12.38 MB
16 - Complete TensorFlow Tutorials/165 - 19 Introduction to CNNs.mp4 9.98 MB
16 - Complete TensorFlow Tutorials/166 - 20 Building and Training CNNs with TensorFlow.mp4 15.88 MB
16 - Complete TensorFlow Tutorials/167 - 21 Transfer Learning with Pretrained CNNs.mp4 11.16 MB
16 - Complete TensorFlow Tutorials/168 - 22 Introduction to RNNs.mp4 10.71 MB
16 - Complete TensorFlow Tutorials/169 - 23 Building and Training RNNs with TensorFlow.mp4 7.86 MB
16 - Complete TensorFlow Tutorials/170 - 24 Applications of RNNs Language Modeling Time Series Prediction.mp4 7.3 MB
16 - Complete TensorFlow Tutorials/171 - 25 Saving and Loading Models.mp4 9.73 MB
16 - Complete TensorFlow Tutorials/172 - 26 TensorFlow Serving for Model Deployment.mp4 10.59 MB
16 - Complete TensorFlow Tutorials/173 - 27 TensorFlow Lite for Mobile and Embedded Devices.mp4 12.41 MB
16 - Complete TensorFlow Tutorials/174 - 28 Introduction to Distributed Computing with TensorFlow.mp4 12.9 MB
16 - Complete TensorFlow Tutorials/175 - 29 TensorFlows Distributed Execution Framework.mp4 13.75 MB
16 - Complete TensorFlow Tutorials/176 - 30 Scaling TensorFlow with TensorFlow Serving and Kubernetes.mp4 13.56 MB
16 - Complete TensorFlow Tutorials/177 - 31 Introduction to TFX.mp4 11.65 MB
16 - Complete TensorFlow Tutorials/178 - 32 Building EndtoEnd ML Pipelines with TFX.mp4 9.1 MB
16 - Complete TensorFlow Tutorials/179 - 33 Model Validation Transform and Serving with TFX.mp4 13.47 MB
16 - Complete TensorFlow Tutorials/180 - 34 Image Classification.mp4 13.75 MB
16 - Complete TensorFlow Tutorials/181 - 35 Natural Language Processing.mp4 13.62 MB
16 - Complete TensorFlow Tutorials/182 - 36 Recommender Systems.mp4 15.59 MB
16 - Complete TensorFlow Tutorials/183 - 37 Object Detection.mp4 12.54 MB
16 - Complete TensorFlow Tutorials/184 - 38 Building a Sentiment Analysis Model.mp4 23.89 MB
16 - Complete TensorFlow Tutorials/185 - 39 Creating an Image Recognition System.mp4 15.3 MB
16 - Complete TensorFlow Tutorials/186 - 40 Developing a Time Series Prediction Model.mp4 10.98 MB
16 - Complete TensorFlow Tutorials/187 - 41 Implementing a Chatbot.mp4 18.88 MB
16 - Complete TensorFlow Tutorials/188 - 42 Generative Adversarial Networks GANs.mp4 9.89 MB
16 - Complete TensorFlow Tutorials/189 - 43 Reinforcement Learning with TensorFlow.mp4 10.21 MB
16 - Complete TensorFlow Tutorials/190 - 44 Quantum Machine Learning with TensorFlow Quantum.mp4 11.92 MB
16 - Complete TensorFlow Tutorials/191 - 45 TensorFlow Documentation and Tutorials.mp4 8.85 MB
16 - Complete TensorFlow Tutorials/192 - 46 Online Courses and Books.mp4 6.85 MB
16 - Complete TensorFlow Tutorials/193 - 47 TensorFlow Community and Forums.mp4 10.16 MB
16 - Complete TensorFlow Tutorials/194 - 48 Summary of Key Concepts.mp4 9.72 MB
16 - Complete TensorFlow Tutorials/195 - 49 Next Steps in Your TensorFlow Journey.mp4 8.31 MB
17 - Complete PyTorch Tutorials/196 - 0 What will we cover.mp4 7.31 MB
17 - Complete PyTorch Tutorials/197 - 1 Introduction to PyTorch.mp4 102.56 MB
17 - Complete PyTorch Tutorials/198 - 2 Getting Started with PyTorch.mp4 63.98 MB
17 - Complete PyTorch Tutorials/199 - 3 Working with Tensors.mp4 110.08 MB
17 - Complete PyTorch Tutorials/200 - 4 Autograd and Dynamic Computation Graphs.mp4 56.75 MB
17 - Complete PyTorch Tutorials/201 - 5 Building Simple Neural Networks.mp4 110.25 MB
17 - Complete PyTorch Tutorials/202 - 6 Loading and Preprocessing Data.mp4 76.5 MB
17 - Complete PyTorch Tutorials/203 - 7 Model Evaluation and Validation.mp4 101.95 MB
17 - Complete PyTorch Tutorials/204 - 8 Advanced Neural Network Architectures.mp4 138.13 MB
17 - Complete PyTorch Tutorials/205 - 9 Transfer Learning and FineTuning.mp4 39.93 MB
17 - Complete PyTorch Tutorials/206 - 10 Handling Complex Data.mp4 41.41 MB
17 - Complete PyTorch Tutorials/207 - 11 Model Deployment and Production.mp4 42.37 MB
17 - Complete PyTorch Tutorials/208 - 12 Debugging and Troubleshooting.mp4 112.72 MB
17 - Complete PyTorch Tutorials/209 - 13 Distributed Training and Performance Optimization.mp4 91.01 MB
17 - Complete PyTorch Tutorials/210 - 14 Custom Layers and Loss Functions.mp4 45.91 MB
17 - Complete PyTorch Tutorials/211 - 15 Researchoriented Techniques.mp4 93.42 MB
17 - Complete PyTorch Tutorials/212 - 16 Integration with Other Libraries.mp4 97.91 MB
17 - Complete PyTorch Tutorials/213 - 17 Contributing to PyTorch and Community Engagement.mp4 48.04 MB
18 - Handson Projects on Data Science in Python/214 - 1 Basic Calculator using Python.mp4 97.16 MB
18 - Handson Projects on Data Science in Python/215 - 2 Image Classifier using Keras and TensorFlow.mp4 228.06 MB
18 - Handson Projects on Data Science in Python/216 - 3 Simple Chatbot using predefined responses.mp4 62.16 MB
18 - Handson Projects on Data Science in Python/217 - 4 Spam Email Detector using Scikitlearn.mp4 52.48 MB
18 - Handson Projects on Data Science in Python/218 - 5 Handwritten Digit Recognition with MNIST dataset.mp4 123.47 MB
18 - Handson Projects on Data Science in Python/219 - 6 Sentiment Analysis on text data using NLTK.mp4 99.71 MB
18 - Handson Projects on Data Science in Python/220 - 7 Movie Recommendation System using cosine similarity.mp4 50.03 MB
18 - Handson Projects on Data Science in Python/221 - 8 Predict House Prices with Linear Regression.mp4 73.34 MB
18 - Handson Projects on Data Science in Python/222 - 9 Weather Forecasting using historical data.mp4 55.59 MB
18 - Handson Projects on Data Science in Python/223 - 10 Basic Neural Network from scratch.mp4 203.38 MB
18 - Handson Projects on Data Science in Python/224 - 11 Stock Price Prediction using historical data w simple Linear Regression.mp4 103.3 MB
18 - Handson Projects on Data Science in Python/225 - 12 Predict Diabetes using logistic regression.mp4 133.44 MB
18 - Handson Projects on Data Science in Python/226 - 13 Dog vs Cat Classifier with CNN.mp4 179.08 MB
18 - Handson Projects on Data Science in Python/227 - 14 TicTacToe AI using Minimax Algorithm.mp4 41.71 MB
18 - Handson Projects on Data Science in Python/228 - 15 Credit Card Fraud Detection using Scikitlearn.mp4 76.96 MB
18 - Handson Projects on Data Science in Python/229 - 16 Iris Flower Classification using decision trees.mp4 54.3 MB
18 - Handson Projects on Data Science in Python/230 - 17 Simple Personal Assistant using Python speech libraries.mp4 112.86 MB
18 - Handson Projects on Data Science in Python/231 - 18 Text Summarizer using Gensim.mp4 78.91 MB
18 - Handson Projects on Data Science in Python/232 - 19 Fake Product Review Detection using NLP techniques.mp4 68.89 MB
18 - Handson Projects on Data Science in Python/233 - 20 Detect Emotion in Text using Natural Language Toolkit NLTK.mp4 50.15 MB
18 - Handson Projects on Data Science in Python/234 - 21 Book Recommendation System using collaborative filtering.mp4 77.66 MB
18 - Handson Projects on Data Science in Python/235 - 22 Predict Car Prices using Random Forest.mp4 35.92 MB
18 - Handson Projects on Data Science in Python/236 - 23 Identify Fake News using Naive Bayes.mp4 85.65 MB
18 - Handson Projects on Data Science in Python/237 - 24 Create a Resume Scanner using keyword extraction.mp4 75.15 MB
18 - Handson Projects on Data Science in Python/238 - 25 Customer Churn Prediction using classification algorithms.mp4 79 MB
18 - Handson Projects on Data Science in Python/239 - 26 Named Entity Recognition NER using spaCy.mp4 78.56 MB
18 - Handson Projects on Data Science in Python/240 - 27 Predict Employee Attrition using XGBoost.mp4 80.28 MB
18 - Handson Projects on Data Science in Python/241 - 28 Disease Prediction eg Heart Disease using ML algorithms.mp4 97.52 MB
18 - Handson Projects on Data Science in Python/242 - 29 Movie Rating Prediction using Collaborative Filtering.mp4 70.68 MB
18 - Handson Projects on Data Science in Python/243 - 30 Automatic Essay Grading using BERT.mp4 187.32 MB
2 - Week 1 Python Programming Basics/15 - Introduction to Week 1 Python Programming Basics.mp4 1.4 MB
2 - Week 1 Python Programming Basics/16 - Day 1 Introduction to Python and Development Setup.mp4 193.33 MB
2 - Week 1 Python Programming Basics/17 - Day 2 Control Flow in Python.mp4 146.32 MB
2 - Week 1 Python Programming Basics/18 - Day 3 Functions and Modules.mp4 91.5 MB
2 - Week 1 Python Programming Basics/19 - Day 4 Data Structures Lists Tuples Dictionaries Sets.mp4 131.44 MB
2 - Week 1 Python Programming Basics/20 - Day 5 Working with Strings.mp4 171.43 MB
2 - Week 1 Python Programming Basics/21 - Day 6 File Handling.mp4 113.44 MB
2 - Week 1 Python Programming Basics/22 - Day 7 Pythonic Code and Project Work.mp4 481.89 MB
3 - Week 2 Data Science Essentials/23 - Introduction to Week 2 Data Science Essentials.mp4 1.74 MB
3 - Week 2 Data Science Essentials/24 - Day 1 Introduction to NumPy for Numerical Computing.mp4 225.29 MB
3 - Week 2 Data Science Essentials/25 - Day 2 Advanced NumPy Operations.mp4 95.68 MB
3 - Week 2 Data Science Essentials/26 - Day 3 Introduction to Pandas for Data Manipulation.mp4 238.61 MB
3 - Week 2 Data Science Essentials/27 - Day 4 Data Cleaning and Preparation with Pandas.mp4 83.01 MB
3 - Week 2 Data Science Essentials/28 - Day 5 Data Aggregation and Grouping in Pandas.mp4 76.75 MB
3 - Week 2 Data Science Essentials/29 - Day 6 Data Visualization with Matplotlib and Seaborn.mp4 316.42 MB
3 - Week 2 Data Science Essentials/30 - Day 7 Exploratory Data Analysis EDA Project.mp4 261.56 MB
4 - Week 3 Mathematics for Machine Learning/31 - Introduction to Week 3 Mathematics for Machine Learning.mp4 1.79 MB
4 - Week 3 Mathematics for Machine Learning/32 - Day 1 Linear Algebra Fundamentals.mp4 91.26 MB
4 - Week 3 Mathematics for Machine Learning/33 - Day 2 Advanced Linear Algebra Concepts.mp4 99.71 MB
4 - Week 3 Mathematics for Machine Learning/34 - Day 3 Calculus for Machine Learning Derivatives.mp4 78.65 MB
4 - Week 3 Mathematics for Machine Learning/35 - Day 4 Calculus for Machine Learning Integrals and Optimization.mp4 67.2 MB
4 - Week 3 Mathematics for Machine Learning/36 - Day 5 Probability Theory and Distributions.mp4 282.52 MB
4 - Week 3 Mathematics for Machine Learning/37 - Day 6 Statistics Fundamentals.mp4 86.82 MB
4 - Week 3 Mathematics for Machine Learning/38 - Day 7 MathDriven Mini Project Linear Regression from Scratch.mp4 72.08 MB
5 - Week 4 Probability and Statistics for Machine Learning/39 - Introduction to Week 4 Probability and Statistics for Machine Learning.mp4 1.98 MB
5 - Week 4 Probability and Statistics for Machine Learning/40 - Day 1 Probability Theory and Random Variables.mp4 91.55 MB
5 - Week 4 Probability and Statistics for Machine Learning/41 - Day 2 Probability Distributions in Machine Learning.mp4 127.57 MB
5 - Week 4 Probability and Statistics for Machine Learning/42 - Day 3 Statistical Inference Estimation and Confidence Intervals.mp4 69.97 MB
5 - Week 4 Probability and Statistics for Machine Learning/43 - Day 4 Hypothesis Testing and PValues.mp4 45.45 MB
5 - Week 4 Probability and Statistics for Machine Learning/44 - Day 5 Types of Hypothesis Tests.mp4 98.87 MB
5 - Week 4 Probability and Statistics for Machine Learning/45 - Day 6 Correlation and Regression Analysis.mp4 92.52 MB
5 - Week 4 Probability and Statistics for Machine Learning/46 - Day 7 Statistical Analysis Project Analyzing RealWorld Data.mp4 334.68 MB
6 - Week 5 Introduction to Machine Learning/47 - Introduction to Week 5 Introduction to Machine Learning.mp4 2.05 MB
6 - Week 5 Introduction to Machine Learning/48 - Day 1 Machine Learning Basics and Terminology.mp4 146.89 MB
6 - Week 5 Introduction to Machine Learning/49 - Day 2 Introduction to Supervised Learning and Regression Models.mp4 62.98 MB
6 - Week 5 Introduction to Machine Learning/50 - Day 3 Advanced Regression Models Polynomial Regression and Regularization.mp4 492.86 MB
6 - Week 5 Introduction to Machine Learning/51 - Day 4 Introduction to Classification and Logistic Regression.mp4 255.73 MB
6 - Week 5 Introduction to Machine Learning/52 - Day 5 Model Evaluation and CrossValidation.mp4 126.36 MB
6 - Week 5 Introduction to Machine Learning/53 - Day 6 kNearest Neighbors kNN Algorithm.mp4 101.96 MB
6 - Week 5 Introduction to Machine Learning/54 - Day 7 Supervised Learning Mini Project.mp4 164.94 MB
7 - Week 6 Feature Engineering and Model Evaluation/55 - Introduction to Week 6 Feature Engineering and Model Evaluation.mp4 1.64 MB
7 - Week 6 Feature Engineering and Model Evaluation/56 - Day 1 Introduction to Feature Engineering.mp4 162.26 MB
7 - Week 6 Feature Engineering and Model Evaluation/57 - Day 2 Data Scaling and Normalization.mp4 181.15 MB
7 - Week 6 Feature Engineering and Model Evaluation/58 - Day 3 Encoding Categorical Variables.mp4 146.85 MB
7 - Week 6 Feature Engineering and Model Evaluation/59 - Day 4 Feature Selection Techniques.mp4 208.52 MB
7 - Week 6 Feature Engineering and Model Evaluation/60 - Day 5 Creating and Transforming Features.mp4 220.09 MB
7 - Week 6 Feature Engineering and Model Evaluation/61 - Day 6 Model Evaluation Techniques.mp4 85.7 MB
7 - Week 6 Feature Engineering and Model Evaluation/62 - Day 7 CrossValidation and Hyperparameter Tuning.mp4 257.59 MB
8 - Week 7 Advanced Machine Learning Algorithms/63 - Introduction to Week 7 Advanced Machine Learning Algorithms.mp4 1.58 MB
8 - Week 7 Advanced Machine Learning Algorithms/64 - Day 1 Introduction to Ensemble Learning.mp4 85.23 MB
8 - Week 7 Advanced Machine Learning Algorithms/65 - Day 2 Bagging and Random Forests.mp4 170.44 MB
8 - Week 7 Advanced Machine Learning Algorithms/66 - Day 3 Boosting and Gradient Boosting.mp4 175.05 MB
8 - Week 7 Advanced Machine Learning Algorithms/67 - Day 4 Introduction to XGBoost.mp4 238.22 MB
8 - Week 7 Advanced Machine Learning Algorithms/68 - Day 5 LightGBM and CatBoost.mp4 258.71 MB
8 - Week 7 Advanced Machine Learning Algorithms/69 - Day 6 Handling Imbalanced Data.mp4 157.36 MB
8 - Week 7 Advanced Machine Learning Algorithms/70 - Day 7 Ensemble Learning Project Comparing Models on a Real Dataset.mp4 232.71 MB
9 - Week 8 Model Tuning and Optimization/71 - Introduction to Week 8 Model Tuning and Optimization.mp4 2.37 MB
9 - Week 8 Model Tuning and Optimization/72 - Day 1 Introduction to Hyperparameter Tuning.mp4 152.75 MB
9 - Week 8 Model Tuning and Optimization/73 - Day 2 Grid Search and Random Search.mp4 153.61 MB
9 - Week 8 Model Tuning and Optimization/74 - Day 3 Advanced Hyperparameter Tuning with Bayesian Optimization.mp4 388.51 MB
9 - Week 8 Model Tuning and Optimization/75 - Day 4 Regularization Techniques for Model Optimization.mp4 191.98 MB
9 - Week 8 Model Tuning and Optimization/76 - Day 5 CrossValidation and Model Evaluation Techniques.mp4 139.61 MB
9 - Week 8 Model Tuning and Optimization/77 - Day 6 Automated Hyperparameter Tuning with GridSearchCV and RandomizedSearchCV.mp4 274.59 MB
9 - Week 8 Model Tuning and Optimization/78 - Day 7 Optimization Project Building and Tuning a Final Model.mp4 233.98 MB
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