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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:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Apache Druid SQL Query Execution
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Groq Groq python Batch Processing
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
Principles
- Principle:Apache Spark K8s Container Lifecycle
- Principle:Ggml org Llama cpp Conversion Quality Verification
- Principle:Tensorflow Serving Session Safety
- Principle:Duckdb Duckdb JSON Processing
- Principle:PeterL1n BackgroundMattingV2 Webcam capture
- Principle:Farama Foundation Gymnasium Environment Interaction Loop
- Principle:Vllm project Vllm LoRA Output Processing
- Principle:LaurentMazare Tch rs Error Handling
- Principle:Webdriverio Webdriverio BrowserStack Funnel Instrumentation
- Principle:Helicone Helicone Request Routing and Validation
Implementations
- Implementation:Google deepmind Dm control Mocap Prop
- Implementation:Mlc ai Mlc llm Request State
- Implementation:Haosulab ManiSkill CPUGymWrapper
- Implementation:Google deepmind Dm control CMU Subsets
- Implementation:Lance format Lance MemWalWriteBench
- Implementation:Facebookresearch Habitat lab Geometry Utils
- Implementation:Cypress io Cypress After Sign Hook
- Implementation:CrewAIInc CrewAI Firecrawl Search Tool
- Implementation:ARISE Initiative Robosuite MujocoModel Base
- Implementation:Apache Airflow BaseTracer Protocol
Heuristics
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Apache Druid Explore Compare Query Strategy
Environments
- Environment:Kserve Kserve Leader Worker Set
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Apache Airflow Development Contributor Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Langchain ai Langchain Python 3 10 Runtime