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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:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Vllm project Vllm Structured Output Generation
Principles
- Principle:Confident ai Deepeval Evaluation Result Analysis
- Principle:Ray project Ray Cross Language Task Submission
- Principle:FMInference FlexLLMGen Distributed Pipeline Parallel Inference
- Principle:Iterative Dvc Plot Data Source Resolution
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Mlc ai Web llm Extension Service Worker
- Principle:Ggml org Llama cpp Multimodal Model Acquisition
- Principle:Fede1024 Rust rdkafka Transaction Lifecycle Management
- Principle:Eventual Inc Daft Iceberg Catalog Creation
- Principle:OpenHands OpenHands Sandbox Command Execution
Implementations
- Implementation:Datajuicer Data juicer AnnotationMapper
- Implementation:Intel Ipex llm QA LoRA Finetuning
- Implementation:Openai Openai python Vector Store Search Params
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Truera Trulens OpenAI Provider
- Implementation:Langfuse Langfuse ClickHouse Query Fragments
- Implementation:Infiniflow Ragflow Localization System
- Implementation:DataTalksClub Data engineering zoomcamp Kafka Docker Compose Setup
- Implementation:Mlflow Mlflow Set Matrix
- Implementation:Facebookresearch Habitat lab PacmanTrainer
Heuristics
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Huggingface Peft Warning Deprecated Bone
Environments
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:DevExpress Testcafe Chrome Browser