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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:Mage ai Mage ai API Source Extraction
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Openai Openai python Audio Processing
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui File Upload Handling
- Principle:Testtimescaling Testtimescaling github io Automated Git Commit
- Principle:Unslothai Unsloth Response Masking
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Ollama Ollama Model Loading And GPU Scheduling
- Principle:Danijar Dreamerv3 Data Collection And Training
- Principle:Apache Paimon Catalog Initialization
- Principle:CrewAIInc CrewAI Training Execution
- Principle:Huggingface Trl SFT Training Execution
- Principle:Alibaba ROLL MCoreAdapter Model Configuration
Implementations
- Implementation:Huggingface Optimum TokenClassificationProcessing
- Implementation:OpenHands OpenHands OrgService Get Owner Role
- Implementation:Tensorflow Serving Predict Util Test
- Implementation:Vllm project Vllm Logprobs
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained PP
- Implementation:Lucidrains X transformers DPO Forward
- Implementation:SeleniumHQ Selenium Closure Dom TagIterator
- Implementation:Datahub project Datahub Action Act Interface
- Implementation:Alibaba ROLL MegatronTrainStrategy Train Step
- Implementation:Microsoft BIPIA AutoLLM
Heuristics
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
Environments
- Environment:Lance format Lance Rust Toolchain
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Fastai Fastbook CUDA GPU Environment