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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 Time Series Analysis
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Apache Kafka Docker Image Release
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Teamcapybara Capybara RSpec Integration Setup
Principles
- Principle:Huggingface Diffusers Conditioning Scale Control
- Principle:Google deepmind Mujoco Collision Detection
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
- Principle:PacktPublishing LLM Engineers Handbook Model Merging And Publishing
- Principle:Tensorflow Serving Batch Scheduling Configuration
- Principle:Nightwatchjs Nightwatch Test Execution
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:Speechbrain Speechbrain ASR Evaluation With WER
- Principle:Lucidrains X transformers Continuous Sequence Modeling
- Principle:Pyro ppl Pyro Gradient Estimation
Implementations
- Implementation:Elevenlabs Elevenlabs python WorkflowExpressionConditionModelInputExpression
- Implementation:Ggml org Llama cpp Chat Peg Parser
- Implementation:Ollama Ollama Discover CPU Windows
- Implementation:Ggml org Llama cpp Pydantic Grammar Examples
- Implementation:Ucbepic Docetl AnsiRenderer
- Implementation:Farama Foundation Gymnasium Vector Action Wrappers
- Implementation:Infiniflow Ragflow File Util
- Implementation:Nightwatchjs Nightwatch RunTests API
- Implementation:Predibase Lorax Flash Qwen2 Modeling
- Implementation:Duckdb Duckdb FastPForLib
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
Environments
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU