ML Engineer, LLM Engineer, take note: TorchCode

A platform with practice tasks for basic implementations in PyTorch and questions on Transformer, which are often encountered in interviews.

→ Gathers in 39 structured tasks typical for #ML #interviews - implementations of operators, modules, and architectures in #PyTorch.
→ Provides auto-checking, gradient checking, time measurement, and instant feedback, so that the practice more closely resembles #LeetCode for interviews.
→ Built on the basis of Jupyter Notebook, while supporting one-click reset, hints, reference solutions, and progress tracking.
→ Covers such frequent topics as ReLU, Softmax, LayerNorm, Attention, RoPE, Flash Attention, #LoRA, $MoE, and others.
→ Supports online mode via Hugging Face Spaces, opening individual tasks in #Google #Colab, and local launch via #Docker.

👉 https://github.com/duoan/TorchCode

🧠 Python libraries for AI agents - complexity of learning 🔥

🟢 Easy
• LangChain
• tool calling
• agent memory
• simple agents

• CrewAI
• agents with roles
• collaboration of several agents

• SmolAgents
• lightweight agents
• quick experiments

🟡 Medium
• LangGraph
• stateful workflow
• agent orchestration

• LlamaIndex
• RAG pipelines
• data indexing
• knowledge agents

• OpenAI Agents SDK
• tool integrations
• agent workflows

• Strands
• agent orchestration
• task coordination

• Semantic Kernel
• skills / plugins
• AI process orchestration

• PydanticAI
• typed LLM applications
• structured agent workflows

• Langroid
• message exchange between agents
• interaction with tools

🔴 Difficult
• AutoGen
• multi-agent dialogues
• autonomous agent cooperation

• DSPy
• programmable prompting
• optimization of LLM pipelines

• A2A
• agent-to-agent protocol
• distributed agent systems

https://news.1rj.ru/str/CodeProgrammer ✅

This channels is for Programmers, Coders, Software Engineers.

0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages

✅ https://news.1rj.ru/str/addlist/8_rRW2scgfRhOTc0

✅ https://news.1rj.ru/str/Codeprogrammer

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