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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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|---|---|---|
| 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:Danijar Dreamerv3 Train And Evaluate
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Wandb Weave SDK Release
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Ray project Ray Remote Task Execution
Principles
- Principle:ArroyoSystems Arroyo UDF Runtime Execution
- Principle:Huggingface Datasets Language Code Registry
- Principle:Ggml org Llama cpp Tokenization
- Principle:Huggingface Alignment handbook QLoRA Quantized Finetuning
- Principle:Avhz RustQuant Order Management
- Principle:ARISE Initiative Robosuite USD Scene Export
- Principle:Tencent Ncnn Model Merging
- Principle:Openclaw Openclaw Gateway Server Startup
- Principle:Pytorch Serve Hardware Metrics Collection
- Principle:Datajuicer Data juicer Operator Type Selection
Implementations
- Implementation:Mage ai Mage ai Twitter Ads Transform
- Implementation:Online ml River Stream Shuffle
- Implementation:Microsoft Playwright APIRequestContext Fetch
- Implementation:Datahub project Datahub SparkPathUtils
- Implementation:Confident ai Deepeval Observe Decorator
- Implementation:Anthropics Anthropic sdk python Messages Create With Tools
- Implementation:Tensorflow Serving Caching Manager Test
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Consumer
- Implementation:Microsoft Onnxruntime TrainingUtil
- Implementation:Rapidsai Cuml SMO Solver
Heuristics
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
Environments
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Kserve Kserve Istio Service Mesh
- Environment:TobikoData Sqlmesh GitHub CICD Runner