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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:ArroyoSystems Arroyo Connection Setup
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Apache Flink Stream File Compaction
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Langgenius Dify RAG Pipeline Development
Principles
- Principle:Intel Ipex llm LLM Initialization LangChain
- Principle:Avhz RustQuant Stochastic Process Simulation
- Principle:Mage ai Mage ai Source Configuration
- Principle:Langgenius Dify Single Node Testing
- Principle:Allenai Open instruct Generation Benchmarking
- Principle:Nautechsystems Nautilus trader Catalog Data Writing
- Principle:Huggingface Datatrove Contamination Statistics
- Principle:Tensorflow Serving Kubernetes Cluster Creation
- Principle:Apache Beam Element Bundling
- Principle:HKUDS AI Trader Portfolio Metrics Calculation
Implementations
- Implementation:Online ml River Tree iSOUPTreeRegressor
- Implementation:Openai Openai python Response Output Text Param
- Implementation:Avhz RustQuant Finite Difference Pricer
- Implementation:Cypress io Cypress Vitest Config
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler
- Implementation:Langgenius Dify FetchIndexingStatus
- Implementation:Astronomer Astronomer cosmos VerticaUserPasswordProfileMapping
- Implementation:Kserve Kserve RDMA Network Configuration
- Implementation:Openai Openai node VectorStore Files
- Implementation:Gretelai Gretel synthetics ACTGAN Init
Heuristics
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
Environments
- Environment:Apache Flink Java Build Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Ray project Ray Java Build Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Microsoft Autogen Python Runtime Environment