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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:Mlfoundations Open flamingo Distributed Training
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
Principles
- Principle:Bentoml BentoML Model Loading For Serving
- Principle:PacktPublishing LLM Engineers Handbook Self Query Metadata Extraction
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:Langfuse Langfuse Observation Evaluation Scheduling
- Principle:Duckdb Duckdb Random Number Generation
- Principle:SeldonIO Seldon core Model Explainability Integration
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
- Principle:Allenai Open instruct vLLM Weight Sync
- Principle:ContextualAI HALOs Model Checkpointing
Implementations
- Implementation:TobikoData Sqlmesh Context Init
- Implementation:Bentoml BentoML Pytest Plugin
- Implementation:Ggml org Llama cpp Convert PT To HF
- Implementation:Ollama Ollama Tokenizer WordPiece
- Implementation:Langchain ai Langgraph AsyncSqliteStore
- Implementation:Openai Openai python Response Output Text Annotation Added
- Implementation:Scikit learn Scikit learn DictVectorizer
- Implementation:Helicone Helicone XAI Endpoint Pricing
- Implementation:Googleapis Python genai Interactions BaseClient
- Implementation:Helicone Helicone Docs Navigation Config
Heuristics
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Apache Druid Web Console Development
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Bentoml BentoML Python Runtime