Data Science

10 Courses · 333 Lessons
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C1 What is Data Science 24 lessons

M1 Defining Data Science 6
1Data Science Kya Hai▸ 2Data Science Process aur Lifecycle▸ 3Data Science Applications Across Industries▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 What Do Data Scientists Do 6
1A Day in the Life of a Data Scientist▸ 2Data Science Skills aur Tools▸ 3Data Science Teams aur Roles▸ 4Module 2 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M3 Big Data and Data Mining 6
1Big Data Fundamentals▸ 2Big Data Technologies aur Ecosystem▸ 3Data Mining Concepts aur Techniques▸ 4Module 3 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M4 Deep Learning and Machine Learning 6
1Machine Learning Fundamentals▸ 2Deep Learning Concepts▸ 3ML aur DL Applications in Data Science▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C10 Applied Data Science Capstone 32 lessons

M1 Data Collection 6
1Capstone Project Introduction▸ 2Data Collection via API▸ 3Data Collection via Web Scraping▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Data Wrangling 5
1Data Cleaning aur Preprocessing▸ 2Feature Engineering aur Transformation▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Exploratory Data Analysis 5
1EDA with Visualization▸ 2EDA with SQL▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Interactive Visual Analytics 5
1Interactive Maps with Folium▸ 2Interactive Dashboard with Dash▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Predictive Analysis 6
1Data Preparation for ML▸ 2Building Classification Models▸ 3Model Evaluation aur Best Model Selection▸ 4Module 5 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M6 Final Presentation 5
1Project Report Compilation▸ 2Presentation Design aur Delivery▸ 3Module 6 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C2 Tools for Data Science 30 lessons

M1 Data Science Tools Overview 6
1Data Science Tool Categories▸ 2Programming Languages for Data Science▸ 3Data Science Tool Ecosystem▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Open Source Tools 6
1Python Libraries for Data Science▸ 2Deep Learning aur NLP Libraries▸ 3Open Source Data Management Tools▸ 4Module 2 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M3 Jupyter Notebooks and JupyterLab 6
1Jupyter Notebook Introduction▸ 2Jupyter Notebook HandsOn▸ 3JupyterLab Next Generation IDE▸ 4Module 3 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M4 RStudio and GitHub 6
1RStudio IDE▸ 2Git Version Control▸ 3GitHub Platform▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M5 Cloud Based Data Science Tools 6
1Cloud Computing for Data Science▸ 2Cloud Data Science Platforms▸ 3Cloud Tools HandsOn aur Best Practices▸ 4Module 5 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C3 Data Science Methodology 25 lessons

M1 From Problem to Approach 5
1Business Understanding▸ 2Analytical Approach▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 From Requirements to Collection 5
1Data Requirements▸ 2Data Collection▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 From Understanding to Preparation 5
1Data Understanding▸ 2Data Preparation▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 From Modeling to Evaluation 5
1Modeling▸ 2Evaluation▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 From Deployment to Feedback 5
1Model Deployment▸ 2Feedback and Monitoring▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C4 Python for Data Science AI and Development 32 lessons

M1 Python Basics 6
1Python Kya Hai aur Setup▸ 2Variables aur Data Types▸ 3String Operations▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Python Data Structures 7
1Lists▸ 2Tuples▸ 3Dictionaries▸ 4Sets▸ 5Module 2 Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 Python Programming Fundamentals 7
1Conditions aur Branching▸ 2Loops▸ 3Functions▸ 4Exception Handling▸ 5Module 3 Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 Working with Data in Python 6
1File Handling▸ 2NumPy Basics▸ 3pandas Basics▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M5 APIs and Data Collection 6
1REST APIs aur HTTP▸ 2Working with APIs HandsOn▸ 3Web Scraping with Python▸ 4Module 5 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C5 Python Project for Data Science 10 lessons

M1 Extracting Stock Data 5
1Project Setup aur yfinance Library▸ 2Stock Data Analysis aur Visualization▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 Web Scraping and Data Analysis 5
1Web Scraping Financial Data▸ 2Complete Data Analysis Project▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸

C6 Databases and SQL for Data Science 34 lessons

M1 Getting Started with SQL 6
1SQL aur Databases Ka Introduction▸ 2SELECT Statement aur Basic Queries▸ 3INSERT UPDATE DELETE▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Relational Databases and Tables 5
1Relational Database Concepts▸ 2CREATE ALTER DROP Table Management▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Intermediate SQL 6
1Builtin Functions▸ 2GROUP BY aur HAVING▸ 3Subqueries aur Nested SELECT▸ 4Module 3 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M4 Accessing Databases using Python 5
1Python DBAPI▸ 2SQL Magic aur Jupyter Integration▸ 3Module 4 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M5 Working with Real World Datasets 6
1Working with Real Datasets▸ 2MultiTable Queries aur JOINs▸ 3Advanced Analysis with SQL▸ 4Module 5 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M6 Advanced SQL 6
1Stored Procedures aur Functions▸ 2ACID Transactions▸ 3Window Functions aur Advanced Topics▸ 4Module 6 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C7 Data Analysis with Python 30 lessons

M1 Importing Data Sets 6
1Data Sources aur File Formats▸ 2pandas se Data Import karna▸ 3Initial Data Exploration▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Data Wrangling 6
1Handling Missing Values▸ 2Data Formatting aur Standardization▸ 3Binning aur Indicator Variables▸ 4Module 2 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M3 Exploratory Data Analysis 6
1Descriptive Statistics▸ 2Data Visualization for EDA▸ 3GroupBy aur Pivot Tables▸ 4Module 3 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M4 Model Development 6
1Simple Linear Regression▸ 2Multiple Linear Regression▸ 3Polynomial Regression aur Pipelines▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M5 Model Evaluation and Refinement 6
1Model Evaluation Metrics▸ 2TrainTest Split aur CrossValidation▸ 3Ridge Regression aur Model Refinement▸ 4Module 5 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C8 Data Visualization with Python 22 lessons

M1 Introduction to Data Visualization 6
1Why Data Visualization Matters▸ 2matplotlib Fundamentals▸ 3matplotlib Advanced Features▸ 4Module 1 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M2 Basic and Specialized Visualization Tools 5
1Area Plots aur Specialized Charts▸ 2Seaborn Statistical Visualizations▸ 3Module 2 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M3 Advanced Visualizations and Geospatial Data 5
1Folium aur Map Visualizations▸ 2Choropleth Maps aur GeoJSON▸ 3Module 3 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M4 Creating Dashboards with Plotly and Dash 6
1Plotly Interactive Charts▸ 2Dash Framework Interactive Web Dashboards▸ 3Complete Dashboard Project▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸

C9 Machine Learning with Python 36 lessons

M1 Introduction to Machine Learning 5
1Machine Learning Basics▸ 2Machine Learning Workflow▸ 3Module 1 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M2 Regression 6
1Simple Linear Regression▸ 2Multiple Linear Regression▸ 3Polynomial aur NonLinear Regression▸ 4Module 2 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M3 Classification 8
1KNearest Neighbors KNN▸ 2Decision Trees▸ 3Logistic Regression▸ 4Support Vector Machines SVM▸ 5Classification Evaluation Metrics▸ 6Module 3 Review▸ 7T Final Module Assessment▸ 8T1 Mid Module Quiz▸
M4 Clustering 6
1KMeans Clustering▸ 2Hierarchical Clustering▸ 3DBSCAN▸ 4Module 4 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸
M5 Recommender Systems 5
1ContentBased Recommender Systems▸ 2Collaborative Filtering▸ 3Module 5 Review▸ 4T Final Module Assessment▸ 5T1 Mid Module Quiz▸
M6 Final Project 6
1Project Setup aur Data Exploration▸ 2Model Building aur Training▸ 3Model Evaluation aur Comparison▸ 4Module 6 Review▸ 5T Final Module Assessment▸ 6T1 Mid Module Quiz▸