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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:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Iterative Dvc Pipeline Reproduction
Principles
- Principle:Protectai Llm guard Scanner Benchmarking
- Principle:Neuml Txtai Production Deployment
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Ggml org Llama cpp Structured Output
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
- Principle:Datajuicer Data juicer Configuration Initialization
- Principle:Huggingface Datasets Python Utilities
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Ggml org Ggml Vectorized Math Operations
Implementations
- Implementation:Lance format Lance Java JniLoader
- Implementation:FMInference FlexLLMGen DistOptLM
- Implementation:Pyro ppl Pyro PyroModule Class
- Implementation:Hpcaitech ColossalAI RetrievalConversation
- Implementation:Ollama Ollama Readline Buffer
- Implementation:Avhz RustQuant MertonJumpDiffusion Process
- Implementation:Risingwavelabs Risingwave PgOutputMessageDecoder
- Implementation:OpenGVLab InternVL Segmentation Test
- Implementation:Run llama Llama index LabelledRagDataset
- Implementation:Kornia Kornia Mutual Information Loss
Heuristics
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Kserve Kserve Gateway API
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Ollama Ollama Go Runtime
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Apache Kafka Release Toolchain Environment