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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:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Groq Groq python Batch Processing
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Openai Openai python Chat Completion
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Openai Evals Implementing a custom completion function
Principles
- Principle:Ollama Ollama ImageGeneration
- Principle:Norrrrrrr lyn WAInjectBench Binary Classifier Training
- Principle:PrefectHQ Prefect HTTP Data Extraction
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:Mit han lab Llm awq Multimodal Vision Language Inference
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Anthropics Anthropic sdk python Parsed Output Access
- Principle:Eventual Inc Daft Window Functions
- Principle:Risingwavelabs Risingwave Batch Query Serving
Implementations
- Implementation:Volcengine Verl BaseConfig
- Implementation:FlowiseAI Flowise CredentialListDialog
- Implementation:Elevenlabs Elevenlabs python Conversation
- Implementation:Farama Foundation Gymnasium HopperEnv V5
- Implementation:Farama Foundation Gymnasium Walker2dEnv V4
- Implementation:Ggml org Llama cpp Common Init From Params Target
- Implementation:NVIDIA NeMo Curator ASR Nemo Stage
- Implementation:Ollama Ollama Thinking Template
- Implementation:Helicone Helicone Providers Index
- Implementation:Protectai Llm guard API Endpoints
Heuristics
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Datahub project Datahub Frontend Build
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment