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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:Openai Evals Running a single eval
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Langchain ai Langgraph Building a Stateful Graph
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Model Loading
- Principle:Huggingface Trl SFT Model Saving
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:PeterL1n BackgroundMattingV2 ONNX validation
- Principle:Pola rs Polars Categorical Type System
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:AUTOMATIC1111 Stable diffusion webui Image upscaling
- Principle:Langchain ai Langgraph Entrypoint Configuration
Implementations
- Implementation:DataExpert io Data engineer handbook GetLocation UDF
- Implementation:ARISE Initiative Robosuite HumanoidUpperBodyModel
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Supporting Models
- Implementation:ArroyoSystems Arroyo Join Planner
- Implementation:Googleapis Python genai Chat Get History
- Implementation:Infiniflow Ragflow FilesHooks
- Implementation:Recommenders team Recommenders EmbDotBias Training
- Implementation:BerriAI Litellm Caching Handler
- Implementation:Allenai Open instruct Save Final Model
- Implementation:Speechbrain Speechbrain Train TimersAndSuch Direct
Heuristics
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Huggingface Datasets Batch Size Optimization
Environments
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Vllm project Vllm CUDA
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Sgl project Sglang Prometheus
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment