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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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
Principles
- Principle:Triton inference server Server Ensemble Configuration
- Principle:SeleniumHQ Selenium Bazel Build Verification
- Principle:Allenai Open instruct Hyperparameter Search
- Principle:Apache Paimon Lance Column Projection
- Principle:Isaac sim IsaacGymEnvs Task Registration
- Principle:Pyro ppl Pyro SMC Filtering Pattern
- Principle:Huggingface Transformers Repository Consistency Checking
- Principle:Deepspeedai DeepSpeed RLHF Checkpointing
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:ContextualAI HALOs Model Checkpointing
Implementations
- Implementation:FlowiseAI Flowise ServiceWorker
- Implementation:ArroyoSystems Arroyo State Tables
- Implementation:CARLA simulator Carla OpendriveGenerationParameters
- Implementation:Mit han lab Llm awq LLaVA Conversation
- Implementation:Alibaba ROLL RolloutScheduler Get Batch
- Implementation:Facebookresearch Habitat lab Get config baselines
- Implementation:Kubeflow Pipelines Dsl Condition
- Implementation:DevExpress Testcafe Page Object Pattern
- Implementation:DataExpert io Data engineer handbook SparkSession Builder
- Implementation:DevExpress Testcafe CI Reporter Usage
Heuristics
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Lance format Lance Encoding Compression Thresholds
Environments
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:SeleniumHQ Selenium Contributor Development Environment