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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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Browse by Category
| 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:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
Principles
- Principle:Lm sys FastChat Prompt Topic Clustering
- Principle:Zai org CogVideo SAT YAML Configuration
- Principle:Truera Trulens Method Instrumentation
- Principle:Open compass VLMEvalKit Environment Setup
- Principle:Ggml org Llama cpp Grammar Constrained Decoding
- Principle:Huggingface Diffusers Scheduler Selection
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
- Principle:Kubeflow Pipelines Kustomize Resource Application
- Principle:Helicone Helicone Cost Rate Lookup
- Principle:Pyro ppl Pyro MCMC Posterior Sampling
Implementations
- Implementation:OpenHands OpenHands UseArray
- Implementation:Haosulab ManiSkill RenderCamera
- Implementation:Risingwavelabs Risingwave Grafana Dashboard Generation
- Implementation:Rapidsai Cuml Cluster Evaluation Metrics
- Implementation:Hpcaitech ColossalAI Checkpoint IO
- Implementation:Mit han lab Llm awq VilaLlamaForCausalLM
- Implementation:Vllm project Vllm CPU Torch Bindings
- Implementation:EvolvingLMMs Lab Lmms eval Register Model
- Implementation:Zai org CogVideo CogVLM2 Model Loading
- Implementation:Tensorflow Tfjs Exports Metrics
Heuristics
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
Environments
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Openai Whisper Numba