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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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|---|---|---|
| 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:Openai Openai node Function Calling
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
Principles
- Principle:Vespa engine Vespa Configuration Application
- Principle:DataTalksClub Data engineering zoomcamp Dbt Staging Layer
- Principle:Deepset ai Haystack BM25 Keyword Retrieval
- Principle:Kubeflow Kubeflow Train Model
- Principle:Haifengl Smile Inference Request Processing
- Principle:Apache Kafka Topic Listing
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:Run llama Llama index Embedding Finetune Configuration
- Principle:ARISE Initiative Robosuite Environment Wrapper Pattern
- Principle:Togethercomputer Together python Batch Job Monitoring
Implementations
- Implementation:Ollama Ollama Convert DeepSeekOcr
- Implementation:Hpcaitech ColossalAI Stream Chat Patch
- Implementation:Infiniflow Ragflow DatasetActionCell Component
- Implementation:FlowiseAI Flowise LoadAssistantDialog
- Implementation:Mlc ai Mlc llm Radix Tree
- Implementation:Huggingface Transformers TrainingArguments
- Implementation:Heibaiying BigData Notes StreamExecutionEnvironment Execute
- Implementation:Infiniflow Ragflow ForceGraph Component
- Implementation:Openai Openai python Realtime Session Update
- Implementation:Deepspeedai DeepSpeed Evoformer Epilogue Pipelined
Heuristics
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Lance format Lance Python Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Lance format Lance Rust Toolchain
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials