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Workflows
7,697
Principles
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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:Spotify Luigi Spark Processing Pipeline
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:CrewAIInc CrewAI Specialist Agent Definition
- Principle:Facebookresearch Habitat lab Data Recording
- Principle:CARLA simulator Carla Simulation Recording
- Principle:Apache Dolphinscheduler DataSource Channel Pattern
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:Helicone Helicone Database Schema
- Principle:Astronomer Astronomer cosmos Profile Configuration
- Principle:Tencent Ncnn Vulkan GPU Detection
Implementations
- Implementation:Openai Openai agents python Image Tool Output Pattern
- Implementation:Openai Openai agents python ApplyPatchTool Pattern
- Implementation:Pyro ppl Pyro MiniPyro
- Implementation:Mistralai Client python Mistral Init
- Implementation:LMCache LMCache PySocket Channel
- Implementation:Predibase Lorax FP8 Linear
- Implementation:Ray project Ray Serve Shutdown
- Implementation:OpenGVLab InternVL M4C Evaluator
- Implementation:Apache Druid SampleForParser
- Implementation:Microsoft Onnxruntime CgManifest
Heuristics
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Apache Hudi Docker Demo Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Datahub project Datahub Python Ingestion
- Environment:Online ml River Build Toolchain