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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Openai Openai node Fine Tuning
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Getgauge Taiko Network Request Interception
Principles
- Principle:Elevenlabs Elevenlabs python TTS Model Configuration
- Principle:Allenai Open instruct GRPO Policy Update
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:Mlflow Mlflow Prediction Endpoint
- Principle:Cypress io Cypress V8 Snapshot Optimization
- Principle:Openai Openai agents python Handoff Configuration
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:OpenHands OpenHands Post Migration Verification
- Principle:Apache Airflow Branch Preparation
Implementations
- Implementation:Hiyouga LLaMA Factory Identity Data
- Implementation:CARLA simulator Carla Start Replaying Tool
- Implementation:PacktPublishing LLM Engineers Handbook VLLM LLM Generate
- Implementation:Neuml Txtai Labels
- Implementation:NVIDIA TransformerEngine JAX Hadamard
- Implementation:Open compass VLMEvalKit MEGABench Answer Str Parse
- Implementation:TobikoData Sqlmesh SourceList
- Implementation:Huggingface Datatrove TextUtils
- Implementation:Elevenlabs Elevenlabs python GetAgentResponseModel
- Implementation:CrewAIInc CrewAI Files Compressor Tool
Heuristics
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Langgenius Dify API Token Single Flight Caching
Environments
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Pola rs Polars Rust Build Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime