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Opis
Built for university students and tech professionals, this app follows a structured curriculum designed to take you from data collection to advanced Artificial Intelligence. Whether you are a Data Science major or a student in Business, Finance, Healthcare, or Engineering, this is your digital textbook and Python coding lab in one.
📊 UNIT 1: DATA COLLECTION & PREPARATION
The Essentials: What is Data Science? Practice with real-world datasets.
Modern Methods: Learn Web Scraping, Survey Design, and Social Media data collection.
Data Cleaning: Master preprocessing and handling large datasets for analysis.
📈 UNIT 2: STATISTICS & REGRESSION ANALYSIS
Descriptive Stats: Measures of center, variation, position, and probability theory.
Inferential Stats: Hypothesis testing, Confidence Intervals, and ANOVA.
Regression: Linear regression and correlation analysis for predictive insights.
🤖 UNIT 3: PREDICTIVE MODELING & AI BASICS
Forecasting: Time series analysis, components, and evaluation methods.
Machine Learning: Classification, Decision Trees, and Regression modeling.
Deep Learning & AI: Introduction to Neural Networks, Backpropagation, CNNs, and Natural Language Processing (NLP).
⚖️ UNIT 4: PROFESSIONAL ETHICS & VISUALIZATION
Data Ethics: Deep dives into ethics in collection, analysis, and reporting.
Visualization: Encoding data over time, Heatmaps, and Geospatial plots using Python.
Reporting: Model validation, writing informative reports, and executive summaries.
🌟 CORE STUDY TOOLS:
✔ Chapter Reviews: Key terms, critical thinking, and quantitative problems.
✔ Python Integration: Technical illustrations and direct links to Python code.
✔ Real-World Data: Analysis of Nasdaq and Federal Reserve (FRED) datasets.
✔ Group Projects: Collaborative scenarios to apply your skills in real-world contexts.
🎯 PERFECT FOR:
Computer Science Students: A complete companion for 1 or 2-semester courses.
Career Switchers: Build a professional portfolio with job-ready AI skills.
Business Analysts: Master data-driven decision-making and forecasting.
Download Data Science & AI: Python Pro today and start mastering the future of data!
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- Wersja: 1.0.0
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