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kiterlin/intelligent-detection-system

24 skills · 1.4K combined installs

Skills from this source

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Skill
Source
8W Activity
Installs
1
evaluating-llms-harness Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking …
kiterlin/intelligent-detection-system
78
2
optimizing-attention-flash Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/…
kiterlin/intelligent-detection-system
77
3
tensorrt-llm Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment…
kiterlin/intelligent-detection-system
77
4
distributed-llm-pretraining-torchtitan Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use whe…
kiterlin/intelligent-detection-system
76
5
fine-tuning-with-trl Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/…
kiterlin/intelligent-detection-system
76
6
grpo-rl-training Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training
kiterlin/intelligent-detection-system
76
7
miles-rl-training Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training l…
kiterlin/intelligent-detection-system
76
8
ml-paper-writing Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research…
kiterlin/intelligent-detection-system
76
9
nemo-evaluator-sdk Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend exe…
kiterlin/intelligent-detection-system
76
10
pytorch-fsdp2 Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and…
kiterlin/intelligent-detection-system
76
11
pytorch-lightning High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks syste…
kiterlin/intelligent-detection-system
76
12
ray-data Scalable data processing for ML workloads.
kiterlin/intelligent-detection-system
76
13
ray-train Distributed training orchestration across clusters.
kiterlin/intelligent-detection-system
76
14
slime-rl-training Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM model…
kiterlin/intelligent-detection-system
76
15
torchforge-rl-training Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Us…
kiterlin/intelligent-detection-system
76
16
training-llms-megatron Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Us…
kiterlin/intelligent-detection-system
76
17
verl-rl-training Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing…
kiterlin/intelligent-detection-system
76
18
weights-and-biases Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, a…
kiterlin/intelligent-detection-system
76
19
deepspeed Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/F…
kiterlin/intelligent-detection-system
1
20
dspy Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and…
kiterlin/intelligent-detection-system
1
21
huggingface-tokenizers Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Suppor…
kiterlin/intelligent-detection-system
1
22
implementing-llms-litgpt Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mi…
kiterlin/intelligent-detection-system
1
23
tensorboard Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile pe…
kiterlin/intelligent-detection-system
1
24
transformer-lens-interpretability Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transform…
kiterlin/intelligent-detection-system
1