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文档列表

~Get Your Files Here !/1. Introduction to Advanced Data Science/7. Install the Jupyter-notebook in the linux from Basics.mp4 113.6 MB
~Get Your Files Here !/1. Introduction to Advanced Data Science/9. Jupyter-notebook introduction___ how to use it, how to run it from basics.mp4 56.5 MB
~Get Your Files Here !/1. Introduction to Advanced Data Science/10. What is Variable in the python from Basics.mp4 52.2 MB
~Get Your Files Here !/1. Introduction to Advanced Data Science/8. install jupyter with python in linux with the help of pip command.mp4 48.9 MB
~Get Your Files Here !/9. Recommendation Systems/2. Advanced Collaborative Filtering Techniques for Recommendation Systems.html 20.9 kB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/5. Advanced Pattern Recognition Techniques for Data Analysis and Anomaly Detection.html 19.1 kB
~Get Your Files Here !/24. Meta-Learning and AutoML/5. Exploring Meta-Learning and AutoML Challenges, Opportunities, and Future Implic.html 18.4 kB
~Get Your Files Here !/19. Anomaly Detection/3. Optimizing Anomaly Detection Models Fine-Tuning for Precision.html 16.5 kB
~Get Your Files Here !/9. Recommendation Systems/1. Mastering Recommendation Systems Personalized Content Delivery.html 16.2 kB
~Get Your Files Here !/8. Natural Language Processing (NLP)/1. Advanced Natural Language Processing Foundations and Concepts for Data Science.html 16.2 kB
~Get Your Files Here !/21. Reinforcement Learning/2. Reinforcement Learning Markov Decision Processes for Sequential Decision-Making.html 15.3 kB
~Get Your Files Here !/5. Model Evaluation and Optimization/4. Understanding the Bias-Variance Tradeoff in Data Science Achieving Optimal Mode.html 15.1 kB
~Get Your Files Here !/23. Explainable AI (XAI)/2. Interpretable Models in Machine Learning A Comprehensive Overview.html 14.9 kB
~Get Your Files Here !/22. Big Data Analytics with Spark/3. Simplifying Big Data Querying and Analysis with Spark SQL and DataFrames.html 14.6 kB
~Get Your Files Here !/24. Meta-Learning and AutoML/1. Meta-Learning Fundamentals Building Adaptive Models for Efficient Learning.html 14.5 kB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/1. Mastering Time Series Analysis Foundations, Fundamentals, and Predictive Modeli.html 14.5 kB
~Get Your Files Here !/19. Anomaly Detection/2. Advanced Fraud Detection with Anomaly Detection Techniques Strategies and Best.html 14.5 kB
~Get Your Files Here !/17. Advanced Feature Engineering/1. Mastering Feature Engineering Unlocking the Power of Data Insights.html 14.3 kB
~Get Your Files Here !/5. Model Evaluation and Optimization/5. Advanced Model Optimization Fine-tuning Machine Learning Models for Optimal Per.html 14.2 kB
~Get Your Files Here !/4. Essential Machine Learning Algorithms/4. Ensemble Learning Boosting and Bagging for Improved Predictions.html 14.1 kB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/3. Machine Learning Algorithm Practice Hands-on Coding for Data Science.html 13.9 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/3. Data Analysis and Visualization A Comprehensive Guide for Aspiring Data Science.html 13.7 kB
~Get Your Files Here !/19. Anomaly Detection/4. Temporal Anomaly Detection Monitoring Unusual Patterns Over Time.html 13.5 kB
~Get Your Files Here !/10. Ethical Considerations in Data Science/4. Ethical Considerations in Model Deployment Ensuring Fairness, Transparency, and.html 13.4 kB
~Get Your Files Here !/6. Advanced Feature Engineering/1. Advanced Feature Importance Techniques for Machine Learning Models.html 13.2 kB
~Get Your Files Here !/20. Bayesian Methods in Data Science/3. Optimizing Model Uncertainty Bayesian Approaches for Enhanced Predictions.html 13.2 kB
~Get Your Files Here !/3. Advanced Data Visualization/2. Mastering Data Visualization Choosing the Right Chart for Effective Communicati.html 13.0 kB
~Get Your Files Here !/20. Bayesian Methods in Data Science/2. Bayesian Inference Making Informed Decisions with Data Uncertainty.html 12.9 kB
~Get Your Files Here !/21. Reinforcement Learning/1. Essentials of Reinforcement Learning An Introduction for Beginners.html 12.9 kB
~Get Your Files Here !/8. Natural Language Processing (NLP)/2. Text Preprocessing in NLP Clean and Transform Text Data Effectively.html 12.8 kB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/4. Advanced Visualization Coding Interactive Data Visualizations with Matplotlib a.html 12.6 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/4. Comprehensive Capstone Project Documentation Methodologies, Findings, and Insig.html 12.5 kB
~Get Your Files Here !/9. Recommendation Systems/3. Advanced Content-Based Filtering for Personalized Recommendations in Data Scienc.html 12.5 kB
~Get Your Files Here !/11. Deploying Machine Learning Models/4. Advanced Techniques in Image and Video Analysis with Machine Learning.html 12.5 kB
~Get Your Files Here !/4. Essential Machine Learning Algorithms/5. Mastering Classification and Regression in Machine Learning Advanced Techniques.html 12.4 kB
~Get Your Files Here !/7. Exploring Deep Learning/5. Efficient Deep Learning with Transfer Learning Unlocking the Power of Pre-Train.html 12.3 kB
~Get Your Files Here !/6. Advanced Feature Engineering/2. Advanced Dimensionality Reduction Techniques in Data Science.html 12.2 kB
~Get Your Files Here !/13. Continuous Learning Opportunities/3. Exploring Explainable AI Enhancing Model Interpretability and Transparency.html 12.1 kB
~Get Your Files Here !/4. Essential Machine Learning Algorithms/2. Supervised Learning Building Predictive Models for Data Analysis.html 12.1 kB
~Get Your Files Here !/9. Recommendation Systems/4. Advanced Matrix Factorization Models for Recommendation Systems.html 12.0 kB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/3. Enhancing Time Series Forecasting Advanced Optimization Strategies.html 11.8 kB
~Get Your Files Here !/24. Meta-Learning and AutoML/4. Accelerating Model Performance with Transfer Learning in AutoML.html 11.8 kB
~Get Your Files Here !/13. Continuous Learning Opportunities/5. Exploring the Synergy of Quantum Computing and Data Science Algorithms, Applica.html 11.7 kB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/1. Python Coding Challenges Enhance Your Data Science Skills with Challenging Exer.html 11.7 kB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/2. Data Science in 2030 Exploring the Future of Data-driven Insights.html 11.6 kB
~Get Your Files Here !/6. Advanced Feature Engineering/5. Time Series Feature Engineering Enhancing Machine Learning Models with Temporal.html 11.6 kB
~Get Your Files Here !/17. Advanced Feature Engineering/2. Advanced Feature Engineering Strategies Unlocking Complex Patterns in Data.html 11.4 kB
~Get Your Files Here !/10. Ethical Considerations in Data Science/1. Advanced Techniques for Deploying Machine Learning Models in Production.html 11.4 kB
~Get Your Files Here !/4. Essential Machine Learning Algorithms/3. Unsupervised Learning Exploring Patterns in Unlabeled Data.html 11.3 kB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/4. Data Science for Sustainability Leveraging Data-driven Approaches for Environme.html 11.3 kB
~Get Your Files Here !/17. Advanced Feature Engineering/3. Optimizing Model Performance The Role of Feature Engineering for Data Science P.html 11.2 kB
~Get Your Files Here !/3. Advanced Data Visualization/1. Mastering Data Visualization Unlocking Insights through Effective Visual Commun.html 11.2 kB
~Get Your Files Here !/22. Big Data Analytics with Spark/2. Efficient Data Processing with Spark Optimizing Large-Scale Analytics.html 11.2 kB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/4. Temporal Anomaly Detection Identifying Outliers in Time Series Data.html 11.1 kB
~Get Your Files Here !/5. Model Evaluation and Optimization/3. Robust Model Evaluation with Cross-Validation Techniques in Data Science.html 11.0 kB
~Get Your Files Here !/21. Reinforcement Learning/5. Unlocking Success Real-World Applications of Reinforcement Learning.html 11.0 kB
~Get Your Files Here !/20. Bayesian Methods in Data Science/1. Exploring Bayesian Statistics A Practical Guide for Data Scientists.html 10.9 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/6. Foundations of Data Science Essential Concepts and Techniques for Beginners.html 10.8 kB
~Get Your Files Here !/24. Meta-Learning and AutoML/3. Optimizing Models Across Tasks Hyperparameter Tuning in Meta-Learning.html 10.8 kB
~Get Your Files Here !/14. Building a Data Project Portfolio/3. Navigating Career Transitions in Data Science Specialization, Upskilling, and I.html 10.6 kB
~Get Your Files Here !/19. Anomaly Detection/5. Beyond Security Anomaly Detection in Diverse Data Domains.html 10.6 kB
~Get Your Files Here !/23. Explainable AI (XAI)/4. Applications of Explainable AI Real-World Impact and Success Stories.html 10.6 kB
~Get Your Files Here !/3. Advanced Data Visualization/5. Data Visualization and Storytelling Crafting Compelling Narratives for Insights.html 10.5 kB
~Get Your Files Here !/3. Advanced Data Visualization/3. Interactive Data Visualization with Python Creating Engaging Visualizations Usi.html 10.5 kB
~Get Your Files Here !/14. Building a Data Project Portfolio/1. Building a Data Science Portfolio Showcasing Your Skills and Achievements.html 10.4 kB
~Get Your Files Here !/8. Natural Language Processing (NLP)/5. Advanced Named Entity Recognition (NER) for Text Analysis.html 10.4 kB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/3. Advanced Inferential Statistics for Data Analysis and Decision Making.html 10.4 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/1. Data Science Capstone Project Kickoff Guided Initiation and Scope.html 10.1 kB
~Get Your Files Here !/6. Advanced Feature Engineering/4. Advanced Feature Scaling Techniques for Unbiased Machine Learning.html 10.1 kB
~Get Your Files Here !/17. Advanced Feature Engineering/4. Mastering Time Series Feature Engineering for Accurate Predictive Analytics.html 10.1 kB
~Get Your Files Here !/6. Advanced Feature Engineering/3. Handling Categorical Data in Machine Learning Strategies and Techniques for Dat.html 9.9 kB
~Get Your Files Here !/8. Natural Language Processing (NLP)/4. Sentiment Analysis Extracting Emotions from Textual Data.html 9.9 kB
~Get Your Files Here !/14. Building a Data Project Portfolio/2. Mastering Data Science Job Search Strategies Networking, Resumes, and Interview.html 9.9 kB
~Get Your Files Here !/24. Meta-Learning and AutoML/2. Demystifying AutoML Streamlining Model Building with Automated Machine Learning.html 9.8 kB
~Get Your Files Here !/20. Bayesian Methods in Data Science/5. Ethical Considerations in Bayesian Data Analysis Transparency and Fairness.html 9.7 kB
~Get Your Files Here !/7. Exploring Deep Learning/2. Deep Dive into Neural Networks Building Blocks of Deep Learning Models.html 9.6 kB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/2. Python Data Manipulation Exercises Master Data Cleaning, Transformation, and An.html 9.4 kB
~Get Your Files Here !/21. Reinforcement Learning/4. Policy Gradient Methods Training Agents for Optimal Decision Strategies.html 9.3 kB
~Get Your Files Here !/11. Deploying Machine Learning Models/2. Advanced Healthcare Analytics Predictive Modeling and Optimization for Data-Dri.html 9.2 kB
~Get Your Files Here !/23. Explainable AI (XAI)/1. Demystifying Explainable AI Principles and Importance.html 9.2 kB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/4. Mastering Advanced EDA Techniques for Deeper Data Insights.html 9.0 kB
~Get Your Files Here !/7. Exploring Deep Learning/3. Advanced Image Processing and Recognition Using Convolutional Neural Networks (C.html 9.0 kB
~Get Your Files Here !/10. Ethical Considerations in Data Science/3. Advanced Techniques for Monitoring and Maintaining Deployed Machine Learning Mod.html 8.9 kB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/5. Real-World Applications of Time Series Forecasting Case Studies and Insights.html 8.7 kB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/2. Mastering Advanced Forecasting Techniques for Enhanced Data Insights.html 8.7 kB
~Get Your Files Here !/13. Continuous Learning Opportunities/1. Exploring AI and Machine Learning Trends Unveiling the Future of Data Science.html 8.7 kB
~Get Your Files Here !/4. Essential Machine Learning Algorithms/1. Mastering Machine Learning Algorithms A Comprehensive Guide for Data Science Pr.html 8.5 kB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/1. Advanced Statistical Analysis for Data Science Unleash the Power of Data Insigh.html 8.5 kB
~Get Your Files Here !/23. Explainable AI (XAI)/3. Demystifying Black Box Models Techniques for Explainability.html 8.5 kB
~Get Your Files Here !/7. Exploring Deep Learning/1. Deep Learning Fundamentals Exploring Concepts and Architectures.html 8.5 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/4. Real-World Data Science Case Studies and Transformative Insights.html 8.4 kB
~Get Your Files Here !/8. Natural Language Processing (NLP)/3. Advanced Named Entity Recognition (NER) for Text Analysis.html 8.3 kB
~Get Your Files Here !/11. Deploying Machine Learning Models/3. Financial Forecasting with Data Science Time Series Analysis, Risk Assessment,.html 8.2 kB
~Get Your Files Here !/11. Deploying Machine Learning Models/1. Advanced Fraud Detection Machine Learning Techniques for Fraud Identification.html 8.2 kB
~Get Your Files Here !/3. Advanced Data Visualization/4. Mastering Geographic Data Visualization Unleash the Power of Spatial Insights.html 7.9 kB
~Get Your Files Here !/19. Anomaly Detection/1. Unmasking Anomaly Detection Principles and Techniques.html 7.7 kB
~Get Your Files Here !/23. Explainable AI (XAI)/5. Ethical Considerations in Explainable AI Balancing Transparency and Complexity.html 7.7 kB
~Get Your Files Here !/5. Model Evaluation and Optimization/1. Evaluating Model Performance Metrics and Strategies for Machine Learning.html 7.7 kB
~Get Your Files Here !/22. Big Data Analytics with Spark/1. code example for a data science exercise, along with enhanced features, clear ex.html 7.7 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/2. Advanced Data Science Capstone Project Implementation.html 7.6 kB
~Get Your Files Here !/17. Advanced Feature Engineering/5. Ethical Considerations in Feature Engineering Bias, Fairness, and Transparency.html 7.1 kB
~Get Your Files Here !/22. Big Data Analytics with Spark/5. Real-Time Big Data Analytics Unleashing Insights with Spark Streaming.html 7.1 kB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/1. Emerging Technologies in Data Science Exploring the Future of AI, Machine Learn.html 6.9 kB
~Get Your Files Here !/7. Exploring Deep Learning/4. Advanced Recurrent Neural Networks (RNNs) for Sequential Data Modeling.html 6.9 kB
~Get Your Files Here !/13. Continuous Learning Opportunities/2. Advanced Big Data Analytics Mastering Tools and Technologies for Data Science.html 6.7 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/3. Mastering Advanced Data Science Essential Skills and Techniques.html 6.7 kB
~Get Your Files Here !/11. Deploying Machine Learning Models/5. Genomic Data Analysis Unleashing the Power of Data Science in Genomics.html 6.6 kB
~Get Your Files Here !/9. Recommendation Systems/5. Evaluating Recommendation Systems Metrics for Performance Assessment.html 6.5 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/6. Data Science Capstone Project Peer Review and Feedback.html 6.5 kB
~Get Your Files Here !/5. Model Evaluation and Optimization/2. Advanced Hyperparameter Tuning for Enhanced Model Performance in Data Science.html 6.5 kB
~Get Your Files Here !/13. Continuous Learning Opportunities/4. Edge Computing in Data Science Enhancing Real-Time Data Processing and Analytic.html 6.4 kB
~Get Your Files Here !/10. Ethical Considerations in Data Science/5. Real-World Model Deployment Case Studies Challenges, Solutions, and Lessons.html 6.2 kB
~Get Your Files Here !/26. Multi-Language Data Access Bridging Python, R, and SQL (Only for Data Science)/2. Mastering Data Science Advanced Operator and Expression Techniques.html 5.6 kB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/2. Data Science Essentials Master Descriptive Statistics for Powerful Data Analysi.html 5.3 kB
~Get Your Files Here !/26. Multi-Language Data Access Bridging Python, R, and SQL (Only for Data Science)/1. Data Science Essentials Mastering Variables and Data Types.html 5.3 kB
~Get Your Files Here !/20. Bayesian Methods in Data Science/4. Bayesian Machine Learning Integrating Probabilistic Models.html 5.2 kB
~Get Your Files Here !/10. Ethical Considerations in Data Science/2. Scalability and Performance Optimization for Machine Learning Models.html 5.1 kB
~Get Your Files Here !/21. Reinforcement Learning/3. Deep Reinforcement Learning Navigating Sequential Decision-Making.html 5.0 kB
~Get Your Files Here !/22. Big Data Analytics with Spark/4. Machine Learning with Spark Harnessing Big Data for Predictive Analytics.html 4.9 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/5. Exploring the Data-Driven World Challenges, Opportunities, and Future Growth in.html 4.4 kB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/3. Future-proofing Data Science Navigating Ethical Considerations in the Age of Da.html 4.2 kB
~Get Your Files Here !/14. Building a Data Project Portfolio/4. Industry Certifications Boost Your Data Science Career with Credibility.html 4.1 kB
~Get Your Files Here !/14. Building a Data Project Portfolio/5. Embracing Continuous Learning in Data Science Stay Ahead of the Curve.html 3.9 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/2. The Evolution of Data Science Unveiling the Historical Journey and Contemporary.html 3.7 kB
~Get Your Files Here !/12. Career Guidance and Job Placement/5. Mastering Presentation Skills for Effective Data Science Communication.html 3.1 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/1. Introduction.html 3.1 kB
~Get Your Files Here !/1. Introduction to Advanced Data Science/7.1 Commands to install the jupyter-notebook in the linux.txt 899 Bytes
~Get Your Files Here !/Bonus Resources.txt 386 Bytes
Get Bonus Downloads Here.url 182 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/11. Reflecting the Data Science Odyssey Milestones and Paradigm Shifts.html 173 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/12. Data Odyssey Unveiling Proficiency in Essential Skills & Techniques.html 173 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/13. Data Insights Unveiled Unraveling Real-World Challenges.html 173 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/14. Variable & Data Types Basic Operations with Integers, Floats, and Strings.html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/15. Arithmetic Operations in Python.html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/16. Python Data Structures and Syntax.html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/17. Conditional Operations with If Statements.html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/18. Master the art of iterating over lists, tuples, and dictionaries using both for and while loops..html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/19. Mastering Conditional Expressions Ternary Operator.html 169 Bytes
~Get Your Files Here !/1. Introduction to Advanced Data Science/20. Function Mastery & File Manipulation Parameterized Operations, Return Values, and File IO.html 169 Bytes
~Get Your Files Here !/2. Mastering Data Analysis Techniques/6. CSV File Data Reading & Loading in Python.html 169 Bytes
~Get Your Files Here !/25. Data Science Coding Challenges Mastering Concepts through Hands-On Exercises/1. Excel Mastery Unraveling Data Insights.html 169 Bytes
~Get Your Files Here !/25. Data Science Coding Challenges Mastering Concepts through Hands-On Exercises/2. Advanced Excel Data Analysis Mastering Techniques for In-Depth Insights & more+.html 169 Bytes
~Get Your Files Here !/25. Data Science Coding Challenges Mastering Concepts through Hands-On Exercises/3. Understanding Data Science Essentials (On practical Advanced level's).html 169 Bytes

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