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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:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Wandb Weave Tracing Setup
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
Principles
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:InternLM Lmdeploy Generation Configuration
- Principle:Google deepmind Dm control Arena Definition
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
- Principle:Cleanlab Cleanlab Label Issue Filtering
- Principle:Treeverse LakeFS Java SDK Data Models
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Pyro ppl Pyro Gradient Estimation
- Principle:Datajuicer Data juicer Data Export
- Principle:LMCache LMCache Decoder Instance Launch
Implementations
- Implementation:Apache Druid TaskTableActionDialog
- Implementation:CrewAIInc CrewAI RAG DOCX Loader
- Implementation:TobikoData Sqlmesh CopyButton
- Implementation:Ollama Ollama Llama Model
- Implementation:Spotify Luigi HdfsTarget
- Implementation:Huggingface Datasets DownloadConfig
- Implementation:Haosulab ManiSkill XArm6NoGripper
- Implementation:NVIDIA TransformerEngine JAX Flax Module
- Implementation:Microsoft LoRA Pack Dataset
- Implementation:Vibrantlabsai Ragas LiteLLM
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
Environments
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Openai Openai node WebSocket Dependency
- Environment:Apache Druid Integration Test Docker
- Environment:Snorkel team Snorkel Dask Distributed