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AI/ML Pathway Study Group Learning Cohort is Live! The journey begins now. Week 2: Core Concepts of AI/ML is officially unlocked, and all materials are ready below! Join our Wechat/Discord for discussions!
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Welcome to Week 2 of our AI/ML study group!
This week, we're building a solid base by reviewing the Core Concepts of AI/ML.
We'll cover the essential concepts that power how models learn, including Regression and Classification (making predictions), Loss Functions (measuring model error), and the fundamentals of Optimization Algorithms (how models improve over time). These topics form the bedrock of understanding how we train machine learning models.
Don't worry if it seems like a lot; the focus is on making progress and learning together.
2.1 Regression and Classification
2.1.1 Logistic Regression | ML-005 Lecture 6 | Stanford University | Andrew Ng
https://www.youtube.com/watch?v=4u81xU7BIOc
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI ML Interview Questions
FANG AI and Machine learning interview questions and answers. AI system design questions.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI ML Curated Courses
AI ML courses from top schools like Stanford MIT.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI Study Groups
Join small study groups with people like you, facilitated by experienced leads.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Jobs and Hiring AI Companies
Browse open positions at top AI companies.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Leetcode Notion Templates
Access top LeetCode questions, track your progress, and get review reminders.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> AI Tools
Popular AI tools to boost productivity.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Entrepreneurship Resources
Marketing Tactics for Your New Product Debut.
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Mentorship, Resume & Interview Coaching
Connect with expert mentors, or be a mentor; Get resume feedback from human and practice mock interviews
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<aside> <img src="/icons/gem_blue.svg" alt="/icons/gem_blue.svg" width="40px" /> Behavioral Questions
Answer behavioral questions with frameworks.
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<aside> 🔥
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<aside> <img src="/icons/reorder_gray.svg" alt="/icons/reorder_gray.svg" width="40px" />
AI/ML Pathway: Part I - Fundamentals Review
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