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Total Pages
1,118
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:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
Principles
- Principle:Princeton nlp SimPO Dataset Loading and Mixing
- Principle:Openai Openai python Realtime Session Configuration
- Principle:Pyro ppl Pyro Conditional Independence
- Principle:Tensorflow Serving Version Promotion And Rollback
- Principle:Apache Airflow Environment Setup
- Principle:Truera Trulens Feedback Display Formatting
- Principle:Microsoft LoRA NLG Environment Setup
- Principle:Zai org CogVideo 3D Video Encoding
- Principle:Obss Sahi Detectron2 Config Export
- Principle:PacktPublishing LLM Engineers Handbook Model Merging And Publishing
Implementations
- Implementation:Arize ai Phoenix Legacy MistralAIModel
- Implementation:Vllm project Vllm Marlin MMA
- Implementation:FlowiseAI Flowise MarketplaceCanvas
- Implementation:Treeverse LakeFS Java SDK Model DiffList
- Implementation:Datajuicer Data juicer DownloadFileMapper
- Implementation:Sdv dev SDV CSVFormatter Get SDV Logger
- Implementation:Openai Openai python Shared All Models
- Implementation:FlowiseAI Flowise InitNode
- Implementation:Scikit learn Scikit learn MulticlassUtils
- Implementation:Puppeteer Puppeteer Function Util
Heuristics
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
Environments
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Openai Openai node Node 20 Runtime
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Apache Kafka Gradle Build Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:MarketSquare Robotframework browser CI GitHub Actions