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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:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:Langfuse Langfuse Export Job Creation
- Principle:PrefectHQ Prefect Settings Discovery And Validation
- Principle:Huggingface Datasets Work Sharding
- Principle:Lance format Lance Text Data Preparation
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:Huggingface Transformers Repository Consistency Checking
- Principle:Google deepmind Mujoco Kinematics
- Principle:Apache Paimon Blob Metadata Writing
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:Wandb Weave Distribution Build
Implementations
- Implementation:NVIDIA NeMo Curator TransNetV2Model
- Implementation:Vibrantlabsai Ragas HaystackLLMWrapper
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:Scikit learn Scikit learn BayesianRidge
- Implementation:Tensorflow Serving PrometheusExporter GeneratePage
- Implementation:Openai Openai python Completions Resource
- Implementation:Langgenius Dify UsePipelineTemplateList
- Implementation:Apache Druid LocalStorage Keys
- Implementation:Ollama Ollama MLXRunner Pipeline
- Implementation:Apache Flink SingletonResultIterator
Heuristics
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Apache Airflow Database Lock Handling
Environments
- Environment:Sgl project Sglang CPU
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Tensorflow Tfjs Python Converter
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Openai Whisper FFmpeg