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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:Microsoft Semantic kernel Process Orchestration
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Openai Openai python Chat Completion
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
Principles
- Principle:Kserve Kserve PD Scheduler Routing
- Principle:Hpcaitech ColossalAI GRPO Reward Configuration
- Principle:Tensorflow Serving Model Training
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:Ggml org Llama cpp Logging System
- Principle:Datajuicer Data juicer Operator Dependency Management
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Scikit learn contrib Imbalanced learn Value Difference Metric
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:SqueezeAILab ETS ILP Node Selection
Implementations
- Implementation:Duckdb Duckdb Interpreted Benchmark
- Implementation:Apache Druid SqlKeywords
- Implementation:Eventual Inc Daft DataFrame Write Iceberg
- Implementation:NVIDIA TransformerEngine NVFP4 Storage
- Implementation:Langchain ai Langchain BaseRateLimiter Acquire
- Implementation:EvolvingLMMs Lab Lmms eval Open ASR Utils
- Implementation:Mlc ai Mlc llm Medusa Model
- Implementation:DistrictDataLabs Yellowbrick ClassificationScoreVisualizer
- Implementation:Openai Openai node Beta Realtime Resource
- Implementation:Nautechsystems Nautilus trader Pyproject Configuration
Heuristics
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
Environments
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Togethercomputer Together python API Credentials
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed