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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:CARLA simulator Carla Autonomous Navigation
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:HKUDS AI Trader Data Pipeline
Principles
- Principle:ARISE Initiative Robomimic Checkpointing and Model Saving
- Principle:OpenBMB UltraFeedback World Knowledge Injection
- Principle:Microsoft Agent framework Function Tool Definition
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Webdriverio Webdriverio AsyncIterationPattern
- Principle:Bitsandbytes foundation Bitsandbytes CI CD Build Pipeline
- Principle:NVIDIA DALI Annotation Reading
- Principle:Microsoft LoRA LoRA Weight Extraction
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:HKUDS AI Trader Frontend Asset Visualization
Implementations
- Implementation:Open compass VLMEvalKit MiniGPT4
- Implementation:Guardrails ai Guardrails Schema Generator
- Implementation:Haifengl Smile Read Data
- Implementation:Microsoft Onnxruntime FusedAdam FP16Optimizer
- Implementation:BerriAI Litellm Cache Key Generator
- Implementation:Online ml River FeatureSelection SelectKBest
- Implementation:Open compass VLMEvalKit GeminiWrapper
- Implementation:SeleniumHQ Selenium Point
- Implementation:Datajuicer Data juicer MostRelevantEntitiesAggregator
- Implementation:Ray project Ray PyActorMethod
Heuristics
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment