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1,118
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:Iterative Dvc Plot Visualization
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
Principles
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
- Principle:Heibaiying BigData Notes Spark Aggregation and Join
- Principle:Langfuse Langfuse Export Storage Upload
- Principle:Huggingface Datatrove Japanese Word Tokenization
- Principle:Openai Whisper Punctuation Merging
- Principle:Microsoft Agent framework Approval Response Handling
- Principle:Ollama Ollama GGUF Model Conversion NomicBert
- Principle:FlowiseAI Flowise Flow Analysis
- Principle:Cypress io Cypress Semantic Versioning
Implementations
- Implementation:Vibrantlabsai Ragas Tokenizers
- Implementation:Huggingface Diffusers Video Pipeline From Pretrained
- Implementation:Mlc ai Mlc llm MLC Chat Config
- Implementation:Openai Openai node Error Classes
- Implementation:Pola rs Polars Credential Provider Configuration
- Implementation:Getgauge Taiko Click
- Implementation:Explodinggradients Ragas Utils Module
- Implementation:Apache Druid ShowJson
- Implementation:Apache Druid SchemaTable
- Implementation:Mit han lab Llm awq CLIPAttentionFused
Heuristics
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
Environments
- Environment:HKUDS AI Trader MCP Services
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Infiniflow Ragflow Python Runtime