Instabooks AI (AI Author)
Unlocking Data Science
A Journey from Basics to Advanced Analytics
Premium AI Book - 200+ pages
Table of Contents
1. The Essence of Data- Understanding Data Types
- Data Collection Methods
- Ethics and Data Privacy
2. Foundations of Statistics
- Descriptive Statistics
- Inferential Statistics
- Statistical Hypothesis Testing
3. Data Wrangling Techniques
- Data Cleaning
- Data Transformation
- Data Integration
4. Exploratory Data Analysis
- Visualization Techniques
- Summarizing Data Insights
- Patterns and Anomalies
5. Programming for Data Science
- Intro to Python and R
- Libraries and Frameworks
- Efficient Coding Practices
6. Machine Learning Basics
- Supervised vs. Unsupervised Learning
- Model Selection
- Model Evaluation
7. Advanced Analytics Algorithms
- Ensemble Methods
- Neural Networks and Deep Learning
- Reinforcement Learning
8. Big Data Technologies
- Hadoop and MapReduce
- Spark and Real-time Processing
- Distributed Computing Paradigms
9. Predictive Modeling
- Regression Analysis
- Classification Approaches
- Time Series Forecasting
10. Natural Language Processing
- Text Mining and Tokenization
- Sentiment Analysis
- Language Models and Applications
11. AI and Ethical Implications
- AI in the Real World
- Bias and Fairness
- Regulations and Future of AI
12. Real-world Data Science Projects
- Project Planning and Management
- Case Studies and Industry Applications
- From Data to Decision Making
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