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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:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Mistralai Client python Chat Completion
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Guardrails ai Guardrails LLM Output Validation
Principles
- Principle:LaurentMazare Tch rs Tensor Indexing Operations
- Principle:Ggml org Llama cpp Multimodal
- Principle:Microsoft Onnxruntime Training Artifact Generation
- Principle:Google deepmind Dm control MJCF Structure Building
- Principle:Openai Openai python Image Result Processing
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Huggingface Datatrove Exact Substring Deduplication
- Principle:MarketSquare Robotframework browser Page Navigation and Interaction
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Pyro ppl Pyro Evidence Lower Bound
Implementations
- Implementation:Axolotl ai cloud Axolotl DPO SwanLab Full Featured Config
- Implementation:HKUDS AI Trader STOP SIGNAL Check
- Implementation:Google deepmind Dm control Duplo
- Implementation:ClickHouse ClickHouse Phdr Cache
- Implementation:OpenHands OpenHands Typography
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Test
- Implementation:Duckdb Duckdb Package Build Py
- Implementation:Ggml org Llama cpp Log Header
- Implementation:Rapidsai Cuml ElasticNet
- Implementation:AUTOMATIC1111 Stable diffusion webui Train embedding
Heuristics
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Unstructured IO Unstructured Golden File Diff
Environments
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Dagster io Dagster GRPC Communication
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment