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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:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:Apache Shardingsphere Data Change Event Emission
- Principle:Huggingface Trl PPO Training Loop
- Principle:Zai org CogVideo Temporal Autoencoding
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Ggml org Llama cpp Quantization Validation
- Principle:Deepset ai Haystack Extracted Answer Schema
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Ollama Ollama Model Alias API
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Deepspeedai DeepSpeed Inference Model Loading
Implementations
- Implementation:Facebookresearch Habitat lab VER ReportWorker
- Implementation:Hpcaitech ColossalAI Prepare Dataset SFT
- Implementation:Webdriverio Webdriverio FetchRequest Class
- Implementation:NVIDIA DALI TF Runner CTL
- Implementation:NVIDIA NeMo Curator JSONLReader
- Implementation:Iterative Dvc Dagascii
- Implementation:Iamhankai Forest of Thought Pipeline Init
- Implementation:Open compass VLMEvalKit HunyuanWrapper
- Implementation:Hpcaitech ColossalAI RL Example Zero Bubble
- Implementation:Bentoml BentoML SDK Validators
Heuristics
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
Environments
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Vespa engine Vespa POSIX Mmap Log Control