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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:Apache Spark Application Submission
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Online ml River Online Clustering
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Dagster io Dagster DSPy Optimization
Principles
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
- Principle:Tencent Ncnn Bounding Box Decoding
- Principle:Fastai Fastbook Numericalization
- Principle:Groq Groq python File Upload
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Langchain ai Langgraph Tool Definition
- Principle:Langgenius Dify Deployment Upgrade
- Principle:Unslothai Unsloth Supervised Finetuning
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Mlflow Mlflow Model Version Management
Implementations
- Implementation:Tensorflow Serving Observer
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Save Checkpoint
- Implementation:Datajuicer Data juicer LLMQualityScoreFilter
- Implementation:Ollama Ollama Agent Approval
- Implementation:Isaac sim IsaacGymEnvs RLGPUAlgoObserver Metrics
- Implementation:Online ml River Cluster ODAC
- Implementation:Huggingface Datatrove ParquetReader
- Implementation:Open compass VLMEvalKit GSM8K V Utils
- Implementation:Predibase Lorax LLaVA NeXT Model
- Implementation:Haosulab ManiSkill BaseDigitalTwinEnv
Heuristics
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
Environments
- Environment:Sdv dev SDV Python Runtime
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Openai Evals Python Runtime
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Shiyu coder Kronos Qlib Data Environment