Best AI tools for< Compress Neural Networks >

CEBRA is a machine-learning method that compresses time series data to reveal hidden structures in the variability of the data. It excels in analyzing behavioral and neural data simultaneously, decoding activity from the visual cortex of the mouse brain to reconstruct viewed videos. CEBRA is a novel encoding method that leverages behavioral and neural data to produce consistent and high-performance latent spaces, allowing for hypothesis testing, label-free usage, and accurate decoding of natural movies from the visual cortex.

Vultron Solution is an AI tool designed for Federal Proposal Development, offering unparalleled AI capabilities to compress proposal production timeframes, increase revenue, and enhance proposal quality. The tool utilizes proprietary multi-domain models to deliver unique and high-quality content tailored to each organization's needs. With a focus on security and efficiency, Vultron is trusted by leading government contractors to streamline the proposal development process and drive business growth.

GoPDF is a free online PDF editor and AI-powered PDF management tool that allows users to edit, convert, eSign, and manage PDF documents seamlessly. With features like editing PDFs, converting PDF to JPG or Word, adding headers and footers, compressing PDFs, merging multiple PDFs, protecting PDFs with passwords, and more, GoPDF simplifies PDF management with its integrated software suite. The platform offers secure and reliable online signature tools, intuitive user interface, accessibility from anywhere, 24/7 customer support, and no unnecessary downloads requirement.

Upscalepics is a free online tool that allows users to upscale and enhance images without losing quality. It uses artificial intelligence to increase the resolution of images, making them sharper and more detailed. Upscalepics is easy to use and can be used to upscale images of any size or format. It is a great tool for photographers, graphic designers, and anyone else who needs to improve the quality of their images.

PicPicAI is a free online AI image tool that offers a wide range of AI-powered image editing features. Users can create stunning AI art, remove backgrounds, compress photos, enhance portraits, cartoonify images, and much more. The tool is designed to be user-friendly, affordable, and efficient, catering to both beginners and professionals in need of high-quality image editing solutions.

Wondershare UniConverter is a powerful and versatile video converter and compressor that supports over 1000 formats, including popular audio and video formats like MP4, MOV, MKV, WMV, MP3, and more. It also enables alpha channel video output in MP4 and WEBM formats. UniConverter is designed to process 4K/8K/HDR files with ease, and it offers a range of features to help you convert, compress, and edit your videos. These features include: * **High-speed conversion:** UniConverter is the fastest video converter on the market, with conversion speeds of up to 130X. This is thanks to its GPU-accelerated conversion engine, which takes advantage of the latest hardware to deliver lightning-fast performance. * **Lossless HD processing:** UniConverter preserves the quality of your videos during conversion, even when converting between different formats. This is thanks to its advanced video processing algorithms, which ensure that your videos look their best on any device. * **AI-powered enhancement:** UniConverter uses AI to enhance your videos, making them look and sound their best. This includes features like AI noise reduction, AI image enhancement, and AI scene detection. * **Extensive formats support:** UniConverter supports over 1000 audio and video formats, including MOV, AV1, MP4, etc., providing comprehensive coverage for all your file conversion needs.

Apowersoft is a multimedia solutions provider catering to both business and daily needs. The platform offers a wide range of tools and services, including video editing, file compression, screen recording, audio recording, and more. With a focus on enhancing working efficiency and productivity in the digital age, Apowersoft aims to simplify everyday challenges through innovative and creative solutions.

Kingshiper is a versatile multimedia tool offering a wide range of audio, photo, and video editing capabilities. It provides users with tools for converting, cutting, compressing, and editing various multimedia files. Additionally, Kingshiper offers utilities for office tasks, system tools, and data solutions. The application aims to enhance creative efficiency and productivity by providing simple and efficient tools for daily office needs, multimedia processing, system management, and data recovery.

Mp3Converter AI is an online audio converter tool powered by AI technology. It allows users to convert various audio formats such as WAV, FLAC, and AAC to MP3 effortlessly. The tool provides high-quality audio conversions quickly and efficiently, making it a versatile solution for all audio conversion needs. With a user-friendly interface and batch conversion feature, Mp3Converter AI ensures a seamless experience for converting music files to MP3 format.

HiPDF is a free online PDF solution that offers a wide range of tools for editing, converting, compressing, and organizing PDFs. It also includes AI-powered tools such as Chat with PDF and AI Detector. With HiPDF, you can easily edit PDFs in your browser, convert PDFs to and from other formats, compress PDFs to reduce their size, and merge, split, and extract images from PDFs. You can also protect your PDFs with passwords and redact sensitive information. HiPDF is a convenient and easy-to-use tool that can help you with all your PDF needs.

pdfAssistant is a powerful AI chatbot designed to assist users with various PDF processing tasks. It offers a user-friendly chat-based interface that allows users to convert, watermark, merge, split, and perform other PDF-related operations using natural language commands. The application is powered by industry-leading PDF and AI technology, providing fast and accurate results. With pdfAssistant, users can work smarter and more efficiently by simplifying complex PDF software processes.

CleanerPro is an AI-powered image editor designed specifically for Shopify users. It offers a range of features such as quickly removing unwanted objects, defects, or text from images, drawing to remove objects with a pencil tool, removing backgrounds, upscaling image resolution, and compressing image weight. The tool aims to provide users with a simple and fast solution to enhance their images for marketing, websites, and social media. CleanerPro helps users achieve a clean, professional look effortlessly, saving time and effort in the image editing process.

Captions is an AI-powered creative studio that helps users create high-quality videos, add subtitles, correct eye contact, trim and compress videos, and more. It is trusted by over 3 million people worldwide and offers a variety of features to make video creation and editing easier and more efficient.

Zenpai is an AI file operations software designed to automate routine tasks and enhance productivity by performing repetitive and boring tasks using natural language prompts. It allows users to convert images to pdf, png files to jpg, resize images, compress multiple images and pdfs, all automatically. Zenpai caters to a wide range of users including developers, freelancers, and students, offering different pricing plans to suit varying needs. The company behind Zenpai is committed to continuous improvement and welcomes feedback to enhance the user experience.

TinyWow is a free online tool that offers a variety of PDF, video, image, and other tools to make your life easier. With TinyWow, you can easily edit PDFs, convert files, compress images, and more. All of our tools are free to use, with no sign-up required.

PDFgear is a free, AI-powered PDF software that offers a wide range of features to read, edit, convert, merge, sign, annotate, fill out, compress, OCR, and organize PDF files across devices. It stands out for its user-friendly interface, secure operations, and efficient AI technology that enhances working efficiency. PDFgear is trusted by users for its comprehensive set of tools that make PDF tasks easy and accessible to everyone.

LightPDF is an AI-powered, free online PDF editor, converter, and reader. It offers a wide range of PDF tools, including the ability to convert PDFs to and from other formats, edit PDFs, add watermarks, split and merge PDFs, rotate PDFs, annotate PDFs, optimize PDFs, compress PDFs, perform OCR on PDFs, and protect PDFs. LightPDF also offers a variety of AI-powered features, such as an AI chatbot that can answer questions about documents and an AI-powered OCR engine that can convert scanned PDFs and images to text.

Ceacle Pipeline is an AI-powered platform designed to streamline content creation workflows by offering automated tools for creating product mockups, scenes, and managing accounts efficiently. The platform leverages AI technology to help users automate tasks, save time, and focus on core activities. With Ceacle Pipeline, users can easily create custom workflows, generate inspiration boards, resize images, classify images for e-commerce, vectorize images, smart resize images for social media, and upscale, convert, and compress images. The platform aims to simplify content creation processes and enhance productivity for creators, designers, photographers, and digital marketers.

Neural Network Compression Framework (NNCF) provides a suite of post-training and training-time algorithms for optimizing inference of neural networks in OpenVINO™ with a minimal accuracy drop. It is designed to work with models from PyTorch, TorchFX, TensorFlow, ONNX, and OpenVINO™. NNCF offers samples demonstrating compression algorithms for various use cases and models, with the ability to add different compression algorithms easily. It supports GPU-accelerated layers, distributed training, and seamless combination of pruning, sparsity, and quantization algorithms. NNCF allows exporting compressed models to ONNX or TensorFlow formats for use with OpenVINO™ toolkit, and supports Accuracy-Aware model training pipelines via Adaptive Compression Level Training and Early Exit Training.

AIMET is a library that provides advanced model quantization and compression techniques for trained neural network models. It provides features that have been proven to improve run-time performance of deep learning neural network models with lower compute and memory requirements and minimal impact to task accuracy. AIMET is designed to work with PyTorch, TensorFlow and ONNX models. We also host the AIMET Model Zoo - a collection of popular neural network models optimized for 8-bit inference. We also provide recipes for users to quantize floating point models using AIMET.

ZipNN is a lossless and near-lossless compression library optimized for numbers/tensors in the Foundation Models environment. It automatically prepares data for compression based on its type, allowing users to focus on core tasks without worrying about compression complexities. The library delivers effective compression techniques for different data types and structures, achieving high compression ratios and rates. ZipNN supports various compression methods like ZSTD, lz4, and snappy, and provides ready-made scripts for file compression/decompression. Users can also manually import the package to compress and decompress data. The library offers advanced configuration options for customization and validation tests for different input and compression types.

AI4Animation is a comprehensive framework for data-driven character animation, including data processing, neural network training, and runtime control, developed in Unity3D/PyTorch. It explores deep learning opportunities for character animation, covering biped and quadruped locomotion, character-scene interactions, sports and fighting games, and embodied avatar motions in AR/VR. The research focuses on generative frameworks, codebook matching, periodic autoencoders, animation layering, local motion phases, and neural state machines for character control and animation.

This repository contains a hand-curated list of great machine (deep) learning resources for Natural Language Processing (NLP) with a focus on Generative Pre-trained Transformer (GPT), Bidirectional Encoder Representations from Transformers (BERT), attention mechanism, Transformer architectures/networks, Chatbot, and transfer learning in NLP.

A comprehensive repository focusing on 'Model Merging in LLMs, MLLMs, and Beyond', providing an exhaustive overview of model merging methods, theories, applications, and future research directions. The repository covers various advanced methods, applications in foundation models, different machine learning subfields, and tasks like pre-merging methods, architecture transformation, weight alignment, basic merging methods, and more.

This repository, Awesome Efficient AIGC, collects efficient approaches for AI-generated content (AIGC) to cope with its huge demand for computing resources. It includes efficient Large Language Models (LLMs), Diffusion Models (DMs), and more. The repository is continuously improving and welcomes contributions of works like papers and repositories that are missed by the collection.

AiTreasureBox is a versatile AI tool that provides a collection of pre-trained models and algorithms for various machine learning tasks. It simplifies the process of implementing AI solutions by offering ready-to-use components that can be easily integrated into projects. With AiTreasureBox, users can quickly prototype and deploy AI applications without the need for extensive knowledge in machine learning or deep learning. The tool covers a wide range of tasks such as image classification, text generation, sentiment analysis, object detection, and more. It is designed to be user-friendly and accessible to both beginners and experienced developers, making AI development more efficient and accessible to a wider audience.

This repository includes papers and blogs about Efficient Transformers, Length Extrapolation, Long Term Memory, Retrieval Augmented Generation(RAG), and Evaluation for Long Context Modeling.

This repository provides a systematic and comprehensive review of efficient LLMs research. We organize the literature in a taxonomy consisting of three main categories, covering distinct yet interconnected efficient LLMs topics from **model-centric** , **data-centric** , and **framework-centric** perspective, respectively. We hope our survey and this GitHub repository can serve as valuable resources to help researchers and practitioners gain a systematic understanding of the research developments in efficient LLMs and inspire them to contribute to this important and exciting field.

ChatGPT is a large language model that can generate human-like text, translate languages, write different kinds of creative content, and answer your questions in a conversational way. It is trained on a massive amount of text data, and it is able to understand and respond to a wide range of natural language prompts. Here are 5 jobs suitable for this tool, in lowercase letters: 1. content writer 2. chatbot assistant 3. language translator 4. creative writer 5. researcher

This repository does not provide a tool, but rather a collection of resources and strategies for academics in the field of artificial intelligence who are feeling depressed or overwhelmed by the rapid advancements in the field. The resources include articles, blog posts, and other materials that offer advice on how to cope with the challenges of working in a fast-paced and competitive environment.

This repository is dedicated to the pruning of large language models (LLMs). It aims to serve as a comprehensive resource for researchers and practitioners interested in the efficient reduction of model size while maintaining or enhancing performance. The repository contains various papers, summaries, and links related to different pruning approaches for LLMs, along with author information and publication details. It covers a wide range of topics such as structured pruning, unstructured pruning, semi-structured pruning, and benchmarking methods. Researchers and practitioners can explore different pruning techniques, understand their implications, and access relevant resources for further study and implementation.

An expert in video from classic to future neural network compression

I compress images to reduce file size without losing quality.

Uses 'simple_compress_pdf' function to significantly reduce PDF size.

compress files with gpt

Optimize and compress your images. Up to 80% in file size reduction.

Compresses uploaded images, reducing size with quality retention.

Compresses & decompresses sparse priming data.

A helpful guide for file size reduction, offering tailored advice on various file types.

プロンプトを、分かりやすく / 軽量化

It acts as an instructor guiding you through music production skills, such as fine-tuning parameters in mixing, mastering, and compression. Additionally, it functions as an aide, offering advice for your music production hurdles with just a screenshot of your production or parameter settings.

Expert at compressing text, following specific protocols for handling sensitive information requests.

Premium quality file conversion service, versatile and precise.

The ultimate tool for converting files, whether they are images, audio, video, documents, or other types. It can process single files or multiple files in bulk, accepts ZIP files, and offers a download link [Updated version].

Assists with PDFs locally.

Your personal audio mixing and mastering engineer assistant for music production

Expert in audio format conversion, guiding through simple steps.

Advanced File Conversion and Optimization Expert (Version 2.0)

Enginyer de Python per a la creació i manipulació d'imatges i arxius.Fàcil,clar i Català.