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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:Tensorflow Serving Model Version Management
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Roboflow Rf detr Roboflow Deployment
Principles
- Principle:SeldonIO Seldon core Pipeline Topology Definition
- Principle:Mlc ai Mlc llm Preemption Recovery
- Principle:TA Lib Ta lib python Technical Indicator Computation
- Principle:Snorkel team Snorkel Label Quality Evaluation
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:Tensorflow Serving Request Logging
- Principle:Apache Kafka Coordinator Partition Unloading
- Principle:Ollama Ollama Adapter Conversion
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:TA Lib Ta lib python Pattern Signal Integration
Implementations
- Implementation:Huggingface Optimum InitializeOrLoadWeightsPass Run
- Implementation:Ollama Ollama Llama Model BailingMoE2
- Implementation:Apache Flink Mapred HadoopInputFormatBase
- Implementation:Farama Foundation Gymnasium Space Utils
- Implementation:InternLM Lmdeploy Gemm TiledMma
- Implementation:Protectai Llm guard Output Code
- Implementation:Langchain ai Langgraph IsLastStep
- Implementation:Apache Flink LocalityAwareSplitAssigner GetNext
- Implementation:CrewAIInc CrewAI Create Crew CLI
- Implementation:Datajuicer Data juicer DetectCharacterLocationsMapper
Heuristics
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
Environments
- Environment:Apache Kafka Gradle Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:PrefectHQ Prefect Prefect Server Database