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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Bentoml BentoML Model Store Management
Principles
- Principle:Lucidrains X transformers Entropy Based Segmentation
- Principle:Danijar Dreamerv3 Checkpoint Management
- Principle:Getgauge Taiko Network Emulation
- Principle:LaurentMazare Tch rs Forward Pass Inference
- Principle:Facebookresearch Habitat lab Environment Setup
- Principle:Tencent Ncnn Graph Optimization
- Principle:Intel Ipex llm Adapter Merging
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:AUTOMATIC1111 Stable diffusion webui Network prompt activation
- Principle:Vllm project Vllm Speculative Generation
Implementations
- Implementation:Nightwatchjs Nightwatch Browser Commands API
- Implementation:Ggml org Ggml Cann common
- Implementation:Elevenlabs Elevenlabs python WorkspaceClient
- Implementation:Confident ai Deepeval ConfidentInstrumentationSettings
- Implementation:Apache Druid AsyncActionDialog
- Implementation:Scikit learn Scikit learn KernelApproximation
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:Open compass VLMEvalKit Video MMLU CAP
- Implementation:Truera Trulens TruGraph Wrapper
- Implementation:Pyro ppl Pyro Special
Heuristics
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
Environments
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Kserve Kserve Istio Service Mesh