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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:HKUDS AI Trader Agent Decision Loop
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Pytorch Serve Model Deployment
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
Principles
- Principle:Huggingface Datatrove Job Status Monitoring
- Principle:ClickHouse ClickHouse Glibc Symbol Replacement
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:Neuml Txtai Agent Task Execution
- Principle:Microsoft Onnxruntime Result Processing
- Principle:Ollama Ollama Local Manifest Management
- Principle:Huggingface Datasets Hub Config Verification
- Principle:Run llama Llama index Text Chunking
- Principle:Haosulab ManiSkill Gymnasium Wrappers
- Principle:Dagster io Dagster Custom Resource Pattern
Implementations
- Implementation:SeldonIO Seldon core Seldon Pipeline Load And Status
- Implementation:NVIDIA DALI Fn Readers Video
- Implementation:Scikit learn Scikit learn AgglomerationTransform
- Implementation:Treeverse LakeFS Java SDK Model CompletePresignMultipartUpload
- Implementation:Turboderp org Exllamav2 Measure Quant
- Implementation:Infiniflow Ragflow QueryBase
- Implementation:Google deepmind Mujoco Studio App
- Implementation:Guardrails ai Guardrails AsyncValidatorService
- Implementation:Speechbrain Speechbrain Hparams Switchboard Transformer LM
- Implementation:Huggingface Datatrove LineStats
Heuristics
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Recommenders team Recommenders Test Timing Budgets
Environments
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Tensorflow Serving Python Client Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment