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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:Risingwavelabs Risingwave Docker Deployment
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Microsoft Playwright API testing
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
Principles
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:FMInference FlexLLMGen Tokenizer Loading
- Principle:Volcengine Verl Parallel Actor Critic Update
- Principle:Huggingface Trl PPO Argument Configuration
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
- Principle:Microsoft Autogen Selector Orchestration
- Principle:Deepspeedai DeepSpeed Pipeline Evaluation
Implementations
- Implementation:Apache Kafka Git Branch And Tag Management
- Implementation:Eventual Inc Daft Session Sql
- Implementation:Huggingface Trl SFTTrainer Train
- Implementation:Microsoft DeepSpeedExamples PretrainedBert FileUtils
- Implementation:Ggml org Ggml Cpu loongarch quants
- Implementation:Hiyouga LLaMA Factory DPO En Demo Data
- Implementation:Apache Flink FileWriter PrepareCommit
- Implementation:Datahub project Datahub SparkConfigParser ParseSparkConfig
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:Puppeteer Puppeteer Injected PierceQuerySelector
Heuristics
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
Environments
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Apache Airflow Database Backend Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Microsoft Agent framework API Credentials
- Environment:Kserve Kserve Cert Manager