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TORRENT DETAILS
Udemy - Data Science Innovations - Advanced Methods, Interactive Labs
TORRENT SUMMARY
Status:
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Data Analysis, ML Algorithms, Python Programming, Real-World Projects. Perfect for beginners & aspiring professionals.
What you'll learn:
Master data science fundamentals: Gain a deep understanding of core concepts, techniques, and methodologies used in data science.
Develop advanced coding skills: Learn how to write efficient and optimized code to solve complex data science problems.
Apply machine learning algorithms: Explore various machine learning algorithms and apply them to real-world datasets for predictive modeling and decision-making
Analyze and interpret data: Acquire the skills to perform exploratory data analysis, data visualization, and draw meaningful insights from diverse datasets.
Build end-to-end data science projects: Learn the complete lifecycle of a data science project, from data acquisition and preprocessing to model development and
Solve hands-on coding exercises: Engage in practical coding exercises that reinforce learning and enhance problem-solving abilities.
Work with real-world datasets: Gain experience working with diverse datasets, including structured, unstructured, and time-series data.
Perform statistical analysis: Understand key statistical concepts and techniques to extract valuable insights from data and make data-driven decisions.
Communicate and present findings: Learn effective data storytelling techniques to communicate complex findings and insights to both technical and non-technical
Stay updated with the latest trends: Stay abreast of the latest advancements and trends in data science through curated resources and continuous learning opport
Requirements:
No prerequisites: Designed for learners of all backgrounds and experience levels, including beginners.
Basic programming knowledge: Familiarity with concepts and experience in a programming language like Python is beneficial.
Curiosity for data analysis: A keen interest in exploring and deriving insights from data is encouraged.
Access to a computer and internet: Required for participating in coding exercises and accessing online resources.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction to Advanced Data Science/1. Introduction.html
3 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/10. What is Variable in the python from Basics.mp4
49.7 MB
~Get Your Files Here !/1. Introduction to Advanced Data Science/11. Reflecting the Data Science Odyssey Milestones and Paradigm Shifts.html
173 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/12. Data Odyssey Unveiling Proficiency in Essential Skills & Techniques.html
173 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/13. Data Insights Unveiled Unraveling Real-World Challenges.html
173 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/14. Variable & Data Types Basic Operations with Integers, Floats, and Strings.html
169 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/15. Arithmetic Operations in Python.html
169 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/16. Python Data Structures and Syntax.html
169 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/17. Conditional Operations with If Statements.html
169 B
~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 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/19. Mastering Conditional Expressions Ternary Operator.html
169 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/2. The Evolution of Data Science Unveiling the Historical Journey and Contemporary.html
3.6 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/20. Function Mastery & File Manipulation Parameterized Operations, Return Values, and File IO.html
169 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/3. Mastering Advanced Data Science Essential Skills and Techniques.html
6.5 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/4. Real-World Data Science Case Studies and Transformative Insights.html
8.2 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/5. Exploring the Data-Driven World Challenges, Opportunities, and Future Growth in.html
4.3 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/6. Foundations of Data Science Essential Concepts and Techniques for Beginners.html
10.5 KB
~Get Your Files Here !/1. Introduction to Advanced Data Science/7. Install the Jupyter-notebook in the linux from Basics.mp4
108.3 MB
~Get Your Files Here !/1. Introduction to Advanced Data Science/7.1 Commands to install the jupyter-notebook in the linux.txt
899 B
~Get Your Files Here !/1. Introduction to Advanced Data Science/8. install jupyter with python in linux with the help of pip command.mp4
46.6 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
53.9 MB
~Get Your Files Here !/10. Ethical Considerations in Data Science/1. Advanced Techniques for Deploying Machine Learning Models in Production.html
11.1 KB
~Get Your Files Here !/10. Ethical Considerations in Data Science/2. Scalability and Performance Optimization for Machine Learning Models.html
5 KB
~Get Your Files Here !/10. Ethical Considerations in Data Science/3. Advanced Techniques for Monitoring and Maintaining Deployed Machine Learning Mod.html
8.7 KB
~Get Your Files Here !/10. Ethical Considerations in Data Science/4. Ethical Considerations in Model Deployment Ensuring Fairness, Transparency, and.html
13.1 KB
~Get Your Files Here !/10. Ethical Considerations in Data Science/5. Real-World Model Deployment Case Studies Challenges, Solutions, and Lessons.html
6 KB
~Get Your Files Here !/11. Deploying Machine Learning Models/1. Advanced Fraud Detection Machine Learning Techniques for Fraud Identification.html
8 KB
~Get Your Files Here !/11. Deploying Machine Learning Models/2. Advanced Healthcare Analytics Predictive Modeling and Optimization for Data-Dri.html
9 KB
~Get Your Files Here !/11. Deploying Machine Learning Models/3. Financial Forecasting with Data Science Time Series Analysis, Risk Assessment,.html
8 KB
~Get Your Files Here !/11. Deploying Machine Learning Models/4. Advanced Techniques in Image and Video Analysis with Machine Learning.html
12.2 KB
~Get Your Files Here !/11. Deploying Machine Learning Models/5. Genomic Data Analysis Unleashing the Power of Data Science in Genomics.html
6.4 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/1. Data Science Capstone Project Kickoff Guided Initiation and Scope.html
9.9 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/2. Advanced Data Science Capstone Project Implementation.html
7.5 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/3. Data Analysis and Visualization A Comprehensive Guide for Aspiring Data Science.html
13.3 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/4. Comprehensive Capstone Project Documentation Methodologies, Findings, and Insig.html
12.2 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/5. Mastering Presentation Skills for Effective Data Science Communication.html
3 KB
~Get Your Files Here !/12. Career Guidance and Job Placement/6. Data Science Capstone Project Peer Review and Feedback.html
6.4 KB
~Get Your Files Here !/13. Continuous Learning Opportunities/1. Exploring AI and Machine Learning Trends Unveiling the Future of Data Science.html
8.5 KB
~Get Your Files Here !/13. Continuous Learning Opportunities/2. Advanced Big Data Analytics Mastering Tools and Technologies for Data Science.html
6.6 KB
~Get Your Files Here !/13. Continuous Learning Opportunities/3. Exploring Explainable AI Enhancing Model Interpretability and Transparency.html
11.9 KB
~Get Your Files Here !/13. Continuous Learning Opportunities/4. Edge Computing in Data Science Enhancing Real-Time Data Processing and Analytic.html
6.2 KB
~Get Your Files Here !/13. Continuous Learning Opportunities/5. Exploring the Synergy of Quantum Computing and Data Science Algorithms, Applica.html
11.5 KB
~Get Your Files Here !/14. Building a Data Project Portfolio/1. Building a Data Science Portfolio Showcasing Your Skills and Achievements.html
10.2 KB
~Get Your Files Here !/14. Building a Data Project Portfolio/2. Mastering Data Science Job Search Strategies Networking, Resumes, and Interview.html
9.6 KB
~Get Your Files Here !/14. Building a Data Project Portfolio/3. Navigating Career Transitions in Data Science Specialization, Upskilling, and I.html
10.4 KB
~Get Your Files Here !/14. Building a Data Project Portfolio/4. Industry Certifications Boost Your Data Science Career with Credibility.html
4 KB
~Get Your Files Here !/14. Building a Data Project Portfolio/5. Embracing Continuous Learning in Data Science Stay Ahead of the Curve.html
3.8 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
6.7 KB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/2. Data Science in 2030 Exploring the Future of Data-driven Insights.html
11.3 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
4.1 KB
~Get Your Files Here !/15. Lifelong Learning and Growth Mindset/4. Data Science for Sustainability Leveraging Data-driven Approaches for Environme.html
11 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
11.4 KB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/2. Python Data Manipulation Exercises Master Data Cleaning, Transformation, and An.html
9.1 KB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/3. Machine Learning Algorithm Practice Hands-on Coding for Data Science.html
13.5 KB
~Get Your Files Here !/16. Section 15 Course Conclusion and Certification/4. Advanced Visualization Coding Interactive Data Visualizations with Matplotlib a.html
12.3 KB
~Get Your Files Here !/17. Advanced Feature Engineering/1. Mastering Feature Engineering Unlocking the Power of Data Insights.html
14 KB
~Get Your Files Here !/17. Advanced Feature Engineering/2. Advanced Feature Engineering Strategies Unlocking Complex Patterns in Data.html
11.2 KB
~Get Your Files Here !/17. Advanced Feature Engineering/3. Optimizing Model Performance The Role of Feature Engineering for Data Science P.html
10.9 KB
~Get Your Files Here !/17. Advanced Feature Engineering/4. Mastering Time Series Feature Engineering for Accurate Predictive Analytics.html
9.9 KB
~Get Your Files Here !/17. Advanced Feature Engineering/5. Ethical Considerations in Feature Engineering Bias, Fairness, and Transparency.html
7 KB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/1. Mastering Time Series Analysis Foundations, Fundamentals, and Predictive Modeli.html
14.2 KB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/2. Mastering Advanced Forecasting Techniques for Enhanced Data Insights.html
8.5 KB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/3. Enhancing Time Series Forecasting Advanced Optimization Strategies.html
11.5 KB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/4. Temporal Anomaly Detection Identifying Outliers in Time Series Data.html
10.9 KB
~Get Your Files Here !/18. Time Series Analysis and Forecasting/5. Real-World Applications of Time Series Forecasting Case Studies and Insights.html
8.5 KB
~Get Your Files Here !/19. Anomaly Detection/1. Unmasking Anomaly Detection Principles and Techniques.html
7.6 KB
~Get Your Files Here !/19. Anomaly Detection/2. Advanced Fraud Detection with Anomaly Detection Techniques Strategies and Best.html
14.2 KB
~Get Your Files Here !/19. Anomaly Detection/3. Optimizing Anomaly Detection Models Fine-Tuning for Precision.html
16.1 KB
~Get Your Files Here !/19. Anomaly Detection/4. Temporal Anomaly Detection Monitoring Unusual Patterns Over Time.html
13.2 KB
~Get Your Files Here !/19. Anomaly Detection/5. Beyond Security Anomaly Detection in Diverse Data Domains.html
10.4 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/1. Advanced Statistical Analysis for Data Science Unleash the Power of Data Insigh.html
8.3 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/2. Data Science Essentials Master Descriptive Statistics for Powerful Data Analysi.html
5.2 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/3. Advanced Inferential Statistics for Data Analysis and Decision Making.html
10.1 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/4. Mastering Advanced EDA Techniques for Deeper Data Insights.html
8.8 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/5. Advanced Pattern Recognition Techniques for Data Analysis and Anomaly Detection.html
18.7 KB
~Get Your Files Here !/2. Mastering Data Analysis Techniques/6. CSV File Data Reading & Loading in Python.html
169 B
~Get Your Files Here !/20. Bayesian Methods in Data Science/1. Exploring Bayesian Statistics A Practical Guide for Data Scientists.html
10.7 KB
~Get Your Files Here !/20. Bayesian Methods in Data Science/2. Bayesian Inference Making Informed Decisions with Data Uncertainty.html
12.6 KB
~Get Your Files Here !/20. Bayesian Methods in Data Science/3. Optimizing Model Uncertainty Bayesian Approaches for Enhanced Predictions.html
12.9 KB
~Get Your Files Here !/20. Bayesian Methods in Data Science/4. Bayesian Machine Learning Integrating Probabilistic Models.html
5.1 KB
~Get Your Files Here !/20. Bayesian Methods in Data Science/5. Ethical Considerations in Bayesian Data Analysis Transparency and Fairness.html
9.5 KB
~Get Your Files Here !/21. Reinforcement Learning/1. Essentials of Reinforcement Learning An Introduction for Beginners.html
12.6 KB
~Get Your Files Here !/21. Reinforcement Learning/2. Reinforcement Learning Markov Decision Processes for Sequential Decision-Making.html
14.9 KB
~Get Your Files Here !/21. Reinforcement Learning/3. Deep Reinforcement Learning Navigating Sequential Decision-Making.html
4.8 KB
~Get Your Files Here !/21. Reinforcement Learning/4. Policy Gradient Methods Training Agents for Optimal Decision Strategies.html
9.1 KB
~Get Your Files Here !/21. Reinforcement Learning/5. Unlocking Success Real-World Applications of Reinforcement Learning.html
10.7 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
7.5 KB
~Get Your Files Here !/22. Big Data Analytics with Spark/2. Efficient Data Processing with Spark Optimizing Large-Scale Analytics.html
10.9 KB
~Get Your Files Here !/22. Big Data Analytics with Spark/3. Simplifying Big Data Querying and Analysis with Spark SQL and DataFrames.html
14.3 KB
~Get Your Files Here !/22. Big Data Analytics with Spark/4. Machine Learning with Spark Harnessing Big Data for Predictive Analytics.html
4.8 KB
~Get Your Files Here !/22. Big Data Analytics with Spark/5. Real-Time Big Data Analytics Unleashing Insights with Spark Streaming.html
6.9 KB
~Get Your Files Here !/23. Explainable AI (XAI)/1. Demystifying Explainable AI Principles and Importance.html
9 KB
~Get Your Files Here !/23. Explainable AI (XAI)/2. Interpretable Models in Machine Learning A Comprehensive Overview.html
14.6 KB
~Get Your Files Here !/23. Explainable AI (XAI)/3. Demystifying Black Box Models Techniques for Explainability.html
8.3 KB
~Get Your Files Here !/23. Explainable AI (XAI)/4. Applications of Explainable AI Real-World Impact and Success Stories.html
10.3 KB
~Get Your Files Here !/23. Explainable AI (XAI)/5. Ethical Considerations in Explainable AI Balancing Transparency and Complexity.html
7.5 KB
~Get Your Files Here !/24. Meta-Learning and AutoML/1. Meta-Learning Fundamentals Building Adaptive Models for Efficient Learning.html
14.2 KB
~Get Your Files Here !/24. Meta-Learning and AutoML/2. Demystifying AutoML Streamlining Model Building with Automated Machine Learning.html