Welcome to Data-X, a course for Data, AI, and Information Technology & Systems
Ikhlaq Sidhu, UC Berkeley (contact)
Arash Nourian, UC Berkeley (contact)
Data-X is a framework designed at UC Berkeley for learning and applying AI, data science, and emerging technologies. Data-X fills a gap between theory and practice to empower data and AI in current projects and new initiatives. Data-X projects create new ventures, new research, and corporate innovations all over the world.
Course Modules
| Lecture Materials | Homework | Resources | ||||
| 00: Getting Started | ||||||
| 010 | Introduction Basics | Video Slides | Code Code Video | References Page | ||
| 020 | Project: Getting Started | Video Slides | Code Code Video | Project Guidelines | ||
| 030A | Installation Instructions | Video Slides | Code Code Video | HW | References Page | |
| 030B | Using Jupyter Notebooks | Video Slides | Code Code Video | References Page | ||
| 030C | Python Basics | Video Slides | Code Code Video | References Page | ||
| 01: Fundamentals | ||||||
| 100A | Prediction and Linear Regression Pt. I | Video Slides | Code Code Video | HW | ||
| 100B | Prediction and Linear Regression Pt. II | Video Slides | Code Code Video | HW | ||
| 110 | NumPy | Video Slides | Code Code Video | HW | Introduction to NumPy 101 NumPy Exercises NumPy Cheatsheet |
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| 120 | Pandas | Video Slides | Code Code Video | HW | Introduction to Pandas 10 Minutes to Pandas Pandas Cheatsheet |
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| 130A | Data Visualization | Video Slides | Code Code Video | HW | List of Resources | |
| 130B | Data Visualization II: Plotly | Video Slides | Code Code Video | HW | ||
| 130C | Data Visualization III: Tableau | Video Slides | Code Code Video | HW | ||
| 140 | Logistic Regression | Video Slides | Code Code Video | HW | Logistic Regression Basics | |
| 160A | Predictive Classification with Titanic Pt. I | Video Slides | Code Code Video | HW | ||
| 160B | Predictive Classification with Titanic Pt. II | Video Slides | Code Code Video | HW | ||
| 160C | Predictive Classification with Titanic Pt. III | Video Slides | Code Code Video | HW | ||
| 160D | Predictive Classification with Titanic Pt. IV | Video Slides | Code Code Video | HW | ||
| 170 | ML Algorithm Overview | Video Slides | Code Code Video | HW | ||
| 180 | Cross-Validation and Regularization | Video Slides | Code Code Video | HW | ||
| 02: Data Signals | ||||||
| 200 | Correlation | Video Slides | Code Code Video | HW | ||
| 215 | Time Series | Video Slides | Code Code Video | HW | ARIMA Prophet Library Exponential Smoothing |
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| 250 | Spectral Signals | Video Slides | Code Code Video | HW | ||
| 260 | Synthetic Data Generation | Video Slides | Code Code Video | HW | ||
| 03: Data Handling | ||||||
| 310 | Web Scraping | Video Slides | Code Code Video | HW | ||
| 320 | Flask | Video Slides | Code Code Video | HW | ||
| 330 | YOLO Object Detection | Video Slides | Code Code Video | HW | Detailed Overview Coursera ImageAI |
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| 340 | Face and Emotion Recognition | Video Slides | Code Code Video | HW | ||
| 04: Deep Learning | ||||||
| 410 | Intro to TensorFlow | Video Slides | Code Code Video | HW | TensorFlow Crash Course TensorFlow Tutorial What is TensorFlow? |
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| 420 | Neural Networks | Video Slides | Code Code Video | HW | What is a Neural Network? Deep Learning |
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| 430A | Convolution Neural Networks Pt. I | Video Slides | Code Code Video | HW | CNN Tutorial CNN Examples Image Classification |
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| 430B | Convolution Neural Networks Pt. II | Video Slides | Code Code Video | HW | CNN Tutorial CNN Examples Image Classification |
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| 440 | LSTM | Video Slides | Code Code Video | HW | CNN Tutorial CNN Examples Image Classification |
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| 05: Natural Language Processing | ||||||
| 500 | Text Processing | Video Slides | Code Code Video | HW | NLP Toolkit | |
| 510 | Feature Engineering & Text Representation | Video Slides | Code Code Video | HW | ||
| 520 | Learning Models | Video Slides | Code Code Video | HW | ||
| 06: Data-X Library | ||||||
| 610A | Stock Market Data and Real Time Quotes | Video Slides | Code Code Video | HW | Sphinx | |
| 610B | Stock Market Data and Historical Quotes | Video Slides | Code Code Video | HW | Sphinx | |
| 07: Data Strategy and Process | ||||||
| 700 | Developing Story for Professionals | Video Slides | Code Code Video | HW | ||
| 710 | Principles of Innovation Engineering | Video Slides | Code Code Video | HW | ||
Projects are a key component of Data-X. Click to view project guidelines and past projects.