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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:Cohere ai Cohere python Text Embedding
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Onnx Onnx External Data Handling
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
Principles
- Principle:EvolvingLMMs Lab Lmms eval Registry Registration
- Principle:Scikit learn Scikit learn Naive Bayes Classification
- Principle:Helicone Helicone Infrastructure Services
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Mit han lab Llm awq VLM Benchmarking
- Principle:Facebookresearch Habitat lab Evaluation Execution
- Principle:EvolvingLMMs Lab Lmms eval Few Shot Sampling
- Principle:Tensorflow Tfjs Convolutional Neural Networks
- Principle:Run llama Llama index Global Settings Configuration
- Principle:Ucbepic Docetl Pipeline Configuration
Implementations
- Implementation:Evidentlyai Evidently Legacy Base Metric
- Implementation:Neuml Txtai ServiceTask
- Implementation:Openai Openai python Eval Update Response
- Implementation:Tensorflow Tfjs CPU SparseSegmentReduction Impl
- Implementation:Openai Openai python Realtime Calls Override
- Implementation:SeldonIO Seldon core Seldon Model Unload
- Implementation:FlowiseAI Flowise AnalyseFlow
- Implementation:Kubeflow Pipelines Metacontroller CRD
- Implementation:Deepspeedai DeepSpeed XPU Adam Header
- Implementation:Mlc ai Mlc llm JSONFFIEngine Java
Heuristics
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Openai Evals Chat Format Recommendation
Environments
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Vllm project Vllm Environment Variables
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:BerriAI Litellm Python Runtime
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Openclaw Openclaw Docker Deployment Environment