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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:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Neuml Txtai Semantic Search
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Google deepmind Dm control Composer Environment Building
Principles
- Principle:CrewAIInc CrewAI Flow Class Definition
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:HKUDS AI Trader Portfolio Valuation
- Principle:Lance format Lance Version Listing
- Principle:SqueezeAILab ETS Evaluation Reporting
- Principle:Mage ai Mage ai Source Configuration
- Principle:Apache Paimon Authentication
- Principle:Huggingface Datasets Dataset Mapping
- Principle:Isaac sim IsaacGymEnvs Automatic Domain Randomization
- Principle:LaurentMazare Tch rs Vocabulary Management
Implementations
- Implementation:Isaac sim IsaacGymEnvs HRLAgent
- Implementation:ARISE Initiative Robosuite PandaRobot
- Implementation:Huggingface Datatrove MergeStatsTool
- Implementation:Lm sys FastChat Monitor Markdown
- Implementation:Datahub project Datahub MergeIntoCommandInputDatasetBuilder
- Implementation:OpenGVLab InternVL HF PrefixLM Converter
- Implementation:Microsoft Playwright Codegen CLI
- Implementation:Ucbepic Docetl DebateContent
- Implementation:Ggml org Llama cpp IMatrixCollector
- Implementation:FlagOpen FlagEmbedding MLVU Ego Data
Heuristics
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Tensorflow Serving Batching Thread Tuning
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Mit han lab Llm awq Python Runtime Environment