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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:BerriAI Litellm Proxy Server Deployment
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Langgenius Dify Plugin Management
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Datahub project Datahub Metadata Actions Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:TA Lib Ta lib python Lookback Period Handling
- Principle:MaterializeInc Materialize Registry Cache Lookup
- Principle:Scikit learn Scikit learn Grid Search
- Principle:ArroyoSystems Arroyo Failure Detection
- Principle:Deepspeedai DeepSpeed Op Builder System
- Principle:Duckdb Duckdb Benchmark Discovery
- Principle:Getgauge Taiko Intercept Management
- Principle:Ggml org Llama cpp Sampling
Implementations
- Implementation:Open compass VLMEvalKit X VL HF
- Implementation:Neuml Txtai Cluster
- Implementation:Promptfoo Promptfoo Update Checker
- Implementation:Isaac sim IsaacGymEnvs IndustReal Sim to Real
- Implementation:Vespa engine Vespa Model Integration ABI Spec
- Implementation:Tensorflow Serving Get Model Metadata Impl
- Implementation:Langgenius Dify Model Config Utils
- Implementation:Mit han lab Llm awq StreamGenerator
- Implementation:NVIDIA DALI NumPy Parser
- Implementation:Pyro ppl Pyro DenseNN
Heuristics
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
Environments
- Environment:Sgl project Sglang OpenAI
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Apache Druid Druid Cluster Api
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment