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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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
Principles
- Principle:Volcengine Verl Sandbox Code Execution
- Principle:OWASP Www project top 10 for large language model applications Automated Quality Feedback
- Principle:Online ml River Stream Data Sources
- Principle:DevExpress Testcafe Reporter Output Configuration
- Principle:Recommenders team Recommenders Spark Evaluation Metrics
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
- Principle:Langchain ai Langgraph Docker Deployment
- Principle:EvolvingLMMs Lab Lmms eval HTTP API Model Serving
- Principle:Guardrails ai Guardrails Remote Guard Connection
- Principle:Volcengine Verl Policy Loss Optimization
Implementations
- Implementation:Togethercomputer Together python Endpoints CLI
- Implementation:Haosulab ManiSkill UnitreeH1WithHands
- Implementation:Recommenders team Recommenders Benchmark Results Analysis
- Implementation:Nightwatchjs Nightwatch Nightwatch Module Exports
- Implementation:LMCache LMCache API Registry
- Implementation:Treeverse LakeFS Java SDK ImportApi
- Implementation:Deepspeedai DeepSpeed DeepSpeedConfig Init
- Implementation:Arize ai Phoenix Legacy Default Templates
- Implementation:Rapidsai Cuml SimpleDenseMat
- Implementation:Google deepmind Mujoco Platform Interaction Header
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Groq Groq python Retry Backoff Strategy
Environments
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Spotify Luigi Apache Spark
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Ucbepic Docetl Frontend Node Environment