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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:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Iterative Dvc Data Tracking
- Workflow:Wandb Weave SDK Release
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Openai Openai python Responses API Text Generation
Principles
- Principle:Onnx Onnx Model Validation
- Principle:FMInference FlexLLMGen Distributed Process Launching
- Principle:Apache Flink Object Reuse
- Principle:Allenai Open instruct GRPO Policy Update
- Principle:Cypress io Cypress Browser Test Execution
- Principle:Google deepmind Dm control Reward Shaping
- Principle:Pyro ppl Pyro Execution Trace
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:FMInference FlexLLMGen Compression Aware Training Layers
- Principle:Zai org CogVideo SAT YAML Configuration
Implementations
- Implementation:Interpretml Interpret ShapKernel
- Implementation:LLMBook zh LLMBook zh github io CleanerDedupLineByNgram Clean Single Text
- Implementation:Speechbrain Speechbrain Train TimersAndSuch Wav2Vec
- Implementation:Openai Openai node Conversations Resource
- Implementation:FlowiseAI Flowise SuggestionOption
- Implementation:Online ml River Datasets AirlinePassengers
- Implementation:Open compass VLMEvalKit MMHelix Base Evaluator
- Implementation:Risingwavelabs Risingwave DatetimeTypeConverter
- Implementation:ArroyoSystems Arroyo Create Pipeline Int
- Implementation:Haosulab ManiSkill PDJointPosVelController
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
Environments
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Haifengl Smile Java 25 Runtime
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Online ml River Python Runtime Environment