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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:Openai Openai agents python Guardrails Secured Agent
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Wandb Weave Tracing Setup
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Neuml Txtai Model Training
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
Principles
- Principle:Fastai Fastbook Activation Functions
- Principle:Pyro ppl Pyro Combinatorial Distributions
- Principle:Sdv dev SDV Metadata Detection
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Containerization
- Principle:Haosulab ManiSkill Registration Pattern
- Principle:Bentoml BentoML Distributed Deployment Configuration
- Principle:Spotify Luigi Metrics Collection
- Principle:Infiniflow Ragflow Retrieval Configuration
- Principle:Bigscience workshop Petals Server Configuration
- Principle:Alibaba MNN Source Model Preparation
Implementations
- Implementation:Openai Openai python Images Response Model
- Implementation:NVIDIA DALI EfficientNet Backbone
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:ContextualAI HALOs Alpaca Eval CLI
- Implementation:Risingwavelabs Risingwave PgOutputMessageDecoder
- Implementation:Ollama Ollama Llama Vocab
- Implementation:LMCache LMCache Audit Connector
- Implementation:Mlc ai Mlc llm Engine State
- Implementation:Ollama Ollama Imagegen Transfer
- Implementation:Pytorch Serve Management API
Heuristics
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Vllm project Vllm ROCm
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Snorkel team Snorkel PyTorch
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:CarperAI Trlx Python Accelerate
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests