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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:Huggingface Transformers Model Benchmarking
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
Principles
- Principle:Tensorflow Tfjs Model Training
- Principle:DistrictDataLabs Yellowbrick Dataset Management
- Principle:Huggingface Datatrove Repetition Filtering
- Principle:Intel Ipex llm GaLore Gradient Projection
- Principle:CrewAIInc CrewAI Agent Configuration
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Teamcapybara Capybara File Uploads
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Tensorflow Serving Multi Model Batching
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
Implementations
- Implementation:Langgenius Dify Modal Context
- Implementation:Facebookresearch Habitat lab AverageHelper
- Implementation:Huggingface Datasets Dataset Num Rows
- Implementation:TobikoData Sqlmesh PlanOptions
- Implementation:Kornia Kornia Luv Conversion
- Implementation:Avhz RustQuant KNearestNeighbors
- Implementation:Scikit learn Scikit learn Cross Val Predict
- Implementation:FlowiseAI Flowise CodeBlock
- Implementation:Alibaba ROLL VocabParallelLogprobs
- Implementation:Haosulab ManiSkill UnitreeGo2
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Togethercomputer Together python Fine Tuning Data Requirements