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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:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Openai Openai agents python Basic Agent Execution
Principles
- Principle:Apache Kafka Topic Description
- Principle:Kubeflow Kubeflow Pull Request Submission
- Principle:Promptfoo Promptfoo Application Logging
- Principle:Truera Trulens Output Blocking Guardrail
- Principle:Webdriverio Webdriverio BrowserBinaryResolution
- Principle:Mit han lab Llm awq Quantized Linear Module
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:Neuml Txtai Training Configuration
- Principle:Avhz RustQuant Financial Standards
- Principle:Truera Trulens Feedback Provider Configuration
Implementations
- Implementation:Tensorflow Serving SavedModel Download
- Implementation:Kornia Kornia Guided Filter
- Implementation:Openai Openai agents python Dynamic System Prompt Pattern
- Implementation:Apache Kafka KafkaAdminClient CreateTopics
- Implementation:Explodinggradients Ragas Edited Chain Runs Schema
- Implementation:Spcl Graph of thoughts Parser ABC
- Implementation:Mlc ai Mlc llm Batch Jumpforward
- Implementation:Spotify Luigi HDFS Config
- Implementation:Huggingface Datasets Split
- Implementation:Togethercomputer Together python Evaluation Resource
Heuristics
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Allenai Open instruct Polyak Reference Update
Environments
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Tensorflow Serving Python Client Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Cypress io Cypress Browser Requirements
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime