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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:Alibaba MNN Python Model Inference
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
Principles
- Principle:Allenai Open instruct Tensor Caching
- Principle:Haifengl Smile Spatial Index Construction
- Principle:ARISE Initiative Robosuite Object Modeling
- Principle:Huggingface Datatrove Media Reading Framework
- Principle:LLMBook zh LLMBook zh github io DPO Model Loading
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:Deepseek ai Janus Image Post Processing
- Principle:Langgenius Dify Knowledge Base Verification
- Principle:Groq Groq python Request Option Types
- Principle:Sktime Pytorch forecasting Series Decomposition
Implementations
- Implementation:MaterializeInc Materialize Composition Run
- Implementation:Heibaiying BigData Notes Hive Select Query
- Implementation:Isaac sim IsaacGymEnvs AMPBuilder
- Implementation:FlowiseAI Flowise SuggestionOption
- Implementation:Isaac sim IsaacGymEnvs Launch Rlg Hydra Inference
- Implementation:ARISE Initiative Robosuite DynamicsModder
- Implementation:Facebookresearch Habitat lab HumanoidBaseController
- Implementation:Neuml Txtai HFTrainer Call
- Implementation:Datajuicer Data juicer ImageFaceRatioFilter
- Implementation:Facebookresearch Habitat lab EQA CNN Pretrain Trainer
Heuristics
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Apache Airflow Database Lock Handling
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Mistralai Client python Python SDK Environment
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment