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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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|---|---|---|
| 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:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Mistralai Client python Chat Completion
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Eventual Inc Daft Data Lakehouse ETL
Principles
- Principle:Iamhankai Forest of Thought Majority Vote Consensus
- Principle:Google deepmind Mujoco Finite Difference Derivatives
- Principle:Promptfoo Promptfoo CLI Utilities
- Principle:Microsoft Onnxruntime Distributed Data Loading
- Principle:Scikit learn Scikit learn Feature Encoding
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Princeton nlp Tree of thought llm Prompt Engineering
- Principle:Neuml Txtai Keyword Scoring
- Principle:Speechbrain Speechbrain GAN Based Enhancement Training
- Principle:Langchain ai Langgraph Store Configuration
Implementations
- Implementation:LMCache LMCache XPU Connector
- Implementation:Haosulab ManiSkill Convert To LeRobot CLI
- Implementation:Run llama Llama index IngestionPipeline Init
- Implementation:Google deepmind Mujoco MJWarp Types
- Implementation:HKUDS AI Trader Get Daily Price Crypto
- Implementation:Open compass VLMEvalKit KIE Evaluator
- Implementation:Google deepmind Mujoco Platform Step Control
- Implementation:Datajuicer Data juicer OptimizeQAMapper Process
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Forward
- Implementation:Farama Foundation Gymnasium Walker2dEnv V5
Heuristics
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Openai Openai node Retry Backoff Configuration
Environments
- Environment:Sail sg LongSpec Training Environment
- Environment:Apache Spark Python Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration