Course Name: Python & Data Analysis
Completion Progress: 0%
Section 1: Python Basics
- Introduction
- Installation and Get Started
- Control Structure
- Functions
- Sequence Types
- Exception Handling
- File Handling
- OOPS Programming
- Context Manager
- Unit Testing
- IMAGE
Section 2: Python Data Analysis
- Introduction
- Data Analysis Types & Methods
- Data Mining & Analytics
- IDE for Data Analysis
- Data Analysis Libraries
- Data Visualization Libraries
- File Import & Export
- Web Scraping
Section 3: Statistical Analysis
- Introduction
- Descriptive Statistics
- Inferential Statistics
- Probability Distributions
- Statistical Tests
- SciPy for statistical tests
- Stats models for regression and hypothesis testing
Section 4: Natural Language Processing (NLP)
- Text Mining, Text preprocessing & Tasks
- Feature extraction
- Text classification
- Sequence processing
- Misc Library - spaCy, StanfordNLP, NLTK
Section 5: Working on Open CV
- Introduction to openCV
- Basic Image Operations
- Image Filtering & Enhancement
- Image Segmentation
- Feature Detection & Description
- Image Classification & Object Recognition
- Video Processing with OpenCV
Section 6: MYSQL RDBMS Database
- Introduction to SQL
- SQL Data Types
- DML,DQL,DCL,TCL Statements
- Functions
- Views & Nested Queries
- Indexing and Clusters
- Best Practices
Section 7: Business Intelligence & Reporting
- Introduction
- Get Started
- Data Preparation, Sources & Data Files
- Connecting to Data
- Views & Analysis
- calculations & Formatting
- Graphs, Charts& Views
- Dashboard Design and Sharing
- Best practices
Section 8: Time series Analysis
- Introduction
- Types of Time Series
- components of Time Series
- Time Series Analysis Types
- Data classification & Variations
- Time Series Data Preprocessing
- Time Series Forecasting
- Models and Techniques
- Performance Metrics
- Advanced Time Series Analysis
- Best Practices
Section 9: NOSQL MongoDB
- Introduction
- Architecture
- Get Started
- Databases
- Collections & Documents
- Crud Operations
- Data Types
- Query operators & building queries
- Grouping & Aggregation
- Regular Expressions & Indexing
- Full text Search
- Batch & Bulk Operations
- Best Practices