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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:Nightwatchjs Nightwatch Component Testing
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:NVIDIA NeMo Curator File Partitioning
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:Protectai Llm guard Refusal Detection
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Eric mitchell Direct preference optimization Concatenated Inputs
- Principle:Huggingface Diffusers Quantization Configuration
- Principle:Alibaba ROLL Agentic Validation
- Principle:Facebookresearch Habitat lab Configuration Composition
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Sdv dev SDV Schema Simplification
Implementations
- Implementation:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quant
- Implementation:Unslothai Unsloth MoE Fused Block
- Implementation:Apache Druid ServicesView
- Implementation:MaterializeInc Materialize Mkpipeline Main
- Implementation:SeleniumHQ Selenium PageLoadStrategy
- Implementation:ClickHouse ClickHouse TCPServer Start
- Implementation:ARISE Initiative Robosuite BinObject
- Implementation:Openai Openai node Node ESM Lockfile
- Implementation:Apache Druid FilterMenu
- Implementation:AUTOMATIC1111 Stable diffusion webui Edit Attention
Heuristics
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
Environments
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Online ml River Build Toolchain
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Apache Druid Web Console Development
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Apache Beam Dataflow Streaming Runtime