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8. Introduction to MLE
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## Course Outline
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-**Weeks 1–4**: Welcome! & Intro to Programming in Python, Data Structures, Web Development, and Introduction to SWE
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-**Weeks 5–8**: Databases, and Math for ML
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-**Weeks 1–4**: Welcome! and Introduction to Programming in Python, Data Structures, and Introduction to SWE
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-**Weeks 5–8**: Databases and Math for ML
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-**Weeks 9–12**: Classical ML, Deep Learning, and Introduction to MLE
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## Homeworks
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Throughout the course, we’ll be releasing homeworks that accompany lectures.
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-**Deadline policy**: Homework must be submitted **before the next lecture** (no rolling extensions).
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-**Homework parties**: Weekly, right after lecture — a space to ask questions and work together with your fellow members.
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-**Deadline policy**: Homework must be submitted **on the day of the next lecture** (no rolling extensions).
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-**Homework parties**: Weekly, right after lecture — a space to ask questions and work together with your fellow members.
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⚠️ Failure to adhere to the above policies may impact your eligibility to become a **client developer** the following semester and to attend **Codebase social events**.
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⚠️ Failure to adhere to the above policies may impact your eligibility to become a **client developer** the following semester and attend **Codebase social events**.
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## Midterm
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Before switching to the ML portion of the curriculum, you’ll take a **60-minute midterm**.
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Before switching gears to the ML portion of the curriculum, you’ll take a **60-minute midterm**.
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- Mirrors lecture examples & homework problems
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- Not designed to trick you — just to help us see how to best support the class
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- Scores will not be scrutinized heavily
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- 🎉 Expect some festivities after the exam!
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- 🎉 Expect some festivities after the exam!
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## Final Project
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You’ll complete a **final course project** in teams of **3–4 people** (with 1–2 client devs and 1–2 mentored devs).
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-**Showcase**: At Codebase’s banquet, where you’ll present everything you’ve learned ⭐⭐⭐
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-**Requirements**: Must incorporate full stack, databases, SWE practices, and machine learning
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-**Requirements**: Must incorporate full stack, databases, SWE practices, or machine learning
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-**Logistics**: Details announced in **Week 10**
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👉 Think of an issue that matters to you — in your life, your community, or the world — and build a **tech-powered solution**!
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👉 Think of an issue that matters to you — in your life, your community, or the world — and build a **tech-powered solution**!
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# CRUP Fall 2025
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Welcome to **Codebase's Ramp Up Program (CRUP)**. We will dive into **Software Engineering, Machine Learning, and AI** through hands-on work in **Python, Java, JavaScript, HTML/CSS, SQL**, and frameworks like **React, Node.js, PyTorch, scikit-learn, and more!**.
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Welcome to **Codebase's Ramp Up Program (CRUP)**! We will dive into **Software Engineering, Machine Learning, and AI** through hands-on work in **Python, Java, JavaScript, HTML/CSS, SQL**, and frameworks like **React, Node.js, PyTorch, scikit-learn, and more!**.
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