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1,118
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:Trailofbits Fickling PyTorch Format Identification
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Openai Evals Building a custom eval
- Workflow:Mistralai Client python Function Calling
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
Principles
- Principle:Vllm project Vllm Prompt Preparation
- Principle:Haosulab ManiSkill Tensor RNG Reward Primitives
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Huggingface Datatrove Data Inspection
- Principle:Recommenders team Recommenders MIND Dataset Preparation
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Wandb Weave Version Bump Release
- Principle:Groq Groq python Audio Transcription Request
- Principle:Kubeflow Kubeflow Multi User Configuration
- Principle:Bitsandbytes foundation Bitsandbytes Mixed Precision Matmul With Outlier Decomposition
Implementations
- Implementation:Apache Airflow DagBag Loader
- Implementation:Sgl project Sglang CPU Common Header
- Implementation:Ggml org Llama cpp Ggml Backend Load All
- Implementation:Sgl project Sglang CPU GEMM INT4
- Implementation:FlowiseAI Flowise PasteJSONDialog
- Implementation:Lm sys FastChat Deduplication
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Lm sys FastChat Topic Clustering
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Fork And Clone
- Implementation:Anthropics Anthropic sdk python MessageCreateParams
Heuristics
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
Environments
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Apache Dolphinscheduler Database Backend
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Online ml River Python Runtime Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Trailofbits Fickling Python Runtime
- Environment:Apache Hudi Java Maven Build Environment