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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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
Principles
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:Zai org CogVideo SAT Prompt Input
- Principle:Zai org CogVideo T2V Pipeline Loading
- Principle:Iterative Dvc Artifact Resolution
- Principle:Openai Openai agents python Execution Resumption
- Principle:PrefectHQ Prefect Flow Run Querying
- Principle:ClickHouse ClickHouse Interactive Client Connection
- Principle:Neuml Txtai RAG Index Building
- Principle:Apache Beam Element Bundling
- Principle:Getgauge Taiko Page Navigation
Implementations
- Implementation:Vespa engine Vespa SystemInfo
- Implementation:CrewAIInc CrewAI RAG Tool
- Implementation:Spotify Luigi Parameter Types
- Implementation:Getgauge Taiko Color Element
- Implementation:Openai Openai agents python Mkdocs Configuration
- Implementation:Speechbrain Speechbrain Train UrbanSound8k
- Implementation:Open compass VLMEvalKit Phi4Multimodal
- Implementation:OpenGVLab InternVL Correctness Build Data
- Implementation:Datajuicer Data juicer ImageFaceCountFilter
- Implementation:OpenGVLab InternVL Build Vision Projector
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
Environments
- Environment:BerriAI Litellm Python Runtime
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Apache Druid Druid Cluster Api
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Vllm project Vllm Distributed
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment