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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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| Category | Description | Browse |
|---|---|---|
| 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:Kornia Kornia Image Feature Matching
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Openai Openai node Chat Completion
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Cypress io Cypress E2E Test Execution
Principles
- Principle:CARLA simulator Carla Content Asset Management
- Principle:CarperAI Trlx ILQL Configuration
- Principle:SeldonIO Seldon core Model Deployment Execution
- Principle:Neuml Txtai API Server Bootstrap
- Principle:Eventual Inc Daft Temp Table Registration
- Principle:Triton inference server Server HTTP Server Architecture
- Principle:Iterative Dvc Plot Data Source Resolution
- Principle:OpenGVLab InternVL Gradio Chat Serving
- Principle:Haosulab ManiSkill Action Space Normalization
- Principle:ARISE Initiative Robosuite MJCF Model Hierarchy
Implementations
- Implementation:Ollama Ollama Imagegen MLX Header
- Implementation:LaurentMazare Tch rs Adam Build
- Implementation:Open compass VLMEvalKit ChartQAPro
- Implementation:Elevenlabs Elevenlabs python WorkspaceClient
- Implementation:BerriAI Litellm Litellm Global Configuration
- Implementation:LMCache LMCache LMCBlender Blend
- Implementation:Avdvg InjectGuard FAISS From Documents
- Implementation:EvolvingLMMs Lab Lmms eval GroundingMe YAML Config
- Implementation:Allenai Open instruct Get Reward
- Implementation:CarperAI Trlx ROUGE Metric Evaluation
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Apache Paimon Python Core Runtime
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime