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Gradient Ascent

"From Zero to Autonomous"

Structured learning paths with comprehensive notes, LaTeX equations, and curated resources. An initiative by Fillme to help you master technology one step at a time.

πŸ“ Math β†’ πŸ€– ML β†’ 🧠 Deep Learning β†’ ✨ GenAI β†’ πŸš€ Agentic AI
6
Learning Paths
27+
Topics
5
Skill Levels
∞
Free Forever

Why Gradient Ascent?

Everything you need to master complex topics, organized the way it should be.

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LaTeX Notes

Beautiful mathematical equations rendered with KaTeX. No more squinting at poorly formatted formulas.

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Structured Paths

Clear progression from fundamentals to advanced topics. Know exactly what to learn next.

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Curated Resources

Handpicked videos, courses, and articles for each tier. No more endless searching.

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Practical Focus

Theory meets practice with code examples and real-world context throughout.

Technologies You'll Master

Industry-standard tools and frameworks used throughout the curriculum

🐍 Python
πŸ”₯ PyTorch
πŸ€— Hugging Face
🦜 LangChain
πŸ“Š NumPy
πŸ—„οΈ Vector DBs

Your Learning Journey

A structured path from mathematical foundations to building autonomous AI systems

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Mathematical Foundations

Linear algebra, calculus, probability β€” the language of machine learning

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Machine Learning

Supervised, unsupervised learning, model evaluation, and feature engineering

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Deep Learning & RL

Neural networks, CNNs, RNNs, attention mechanisms, and reinforcement learning

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Generative AI

Transformers, LLMs, RAG systems, fine-tuning, and prompt engineering

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Agentic AI

Cognitive architectures, tool use, memory systems, and multi-agent orchestration

Meet the Creator

Sayar Basu

Sayar Basu

Founder of Fillme

Passionate about making complex topics accessible. Building Gradient Ascent to help others navigate the ever-evolving landscape of AI, machine learning, and modern technology.

Ready to Ascend?

Start your journey today. Pick a path and begin learning.

Get Started β†’

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