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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:Unslothai Unsloth Vision Model Finetuning
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Deepseek ai Janus Autoregressive Image Generation
Principles
- Principle:Treeverse LakeFS Documentation Site Configuration
- Principle:Pytorch Serve Model Registration
- Principle:Huggingface Datatrove Ray Distributed Execution
- Principle:Vespa engine Vespa Log Target and Level Configuration
- Principle:Ollama Ollama Anthropic API Compatibility
- Principle:Google deepmind Mujoco Plugin Architecture
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:Lucidrains X transformers Bidirectional Encoder Configuration
- Principle:Triton inference server Server Documentation Build
- Principle:Google deepmind Dm control MJCF Physics Compilation
Implementations
- Implementation:FlagOpen FlagEmbedding Reinforced IR GPTAgent
- Implementation:TobikoData Sqlmesh EditorTab
- Implementation:Facebookresearch Habitat lab HumanoidUtils
- Implementation:SeleniumHQ Selenium Closure Testing PropertyReplacer
- Implementation:Duckdb Duckdb Extension Upload Single
- Implementation:Openai Openai python Response MCP Call Completed
- Implementation:Pyro ppl Pyro NeuTra
- Implementation:Triton inference server Server Ensemble Config Pbtxt
- Implementation:Kserve Kserve ServingRuntime CRD
- Implementation:Webdriverio Webdriverio WDIOReporter Base Class
Heuristics
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment