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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:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
Principles
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:CARLA simulator Carla Actor Spawning
- Principle:DataTalksClub Data engineering zoomcamp Kestra Infrastructure Setup
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Online ml River Online Model Selection
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Openai Evals Eval Progress Tracking
- Principle:Online ml River Feature Standardization
- Principle:Intel Ipex llm Pipeline Parallel Generation
Implementations
- Implementation:Triton inference server Server Config Pbtxt Schema
- Implementation:Heibaiying BigData Notes Hive Load and Insert Data
- Implementation:Apache Druid Supervisor Submit Api
- Implementation:CrewAIInc CrewAI Serply News Search Tool
- Implementation:Apache Flink SplitsRemoval
- Implementation:BerriAI Litellm Braintrust Logger
- Implementation:Facebookresearch Audiocraft MusicDataset init
- Implementation:MaterializeInc Materialize Mzsql TextMate Grammar
- Implementation:Tencent Ncnn PeleeNetSSD Seg Example
- Implementation:TobikoData Sqlmesh Plan Component
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
Environments
- Environment:Mistralai Client python Python SDK Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment