Best AI tools for< Implement Custom Kernels >

BabySleepBot™ is an AI-powered online DIY program designed to help parents teach their babies to sleep through the night and take longer day naps. The program offers personalized training tailored to different parenting styles and babies' individual needs. It includes audio clips, personalized training, companion guide, education on decoding baby's tired cues, custom routines, and access to results within three weeks. The program is led by Jennifer, Australia's leading baby sleep consultant with 22+ years of experience and a proven track record of helping thousands of families achieve successful sleep outcomes.

The website is currently displaying a '403 Forbidden' error, which means that access to the requested page is forbidden. This error is typically caused by inadequate permission settings on the server or a misconfiguration in the website's access control. The 'openresty' message indicates that the website is using the OpenResty web platform, which is based on NGINX and provides additional features like Lua scripting and high performance. Users encountering this error should contact the website administrator for assistance in resolving the issue.

Beebzi.AI is an all-in-one AI content creation platform that offers a wide array of tools for generating various types of content such as articles, blogs, emails, images, voiceovers, and more. The platform utilizes advanced AI technology and behavioral science to empower businesses and individuals in their marketing and sales endeavors. With features like AI Article Wizard, AI Room Designer, AI Landing Page Generator, and AI Code Generation, Beebzi.AI revolutionizes content creation by providing customizable templates, multiple language support, and real-time data insights. The platform also offers various subscription plans tailored for individual entrepreneurs, teams, and businesses, with flexible pricing models based on word count allocations. Beebzi.AI aims to streamline content creation processes, enhance productivity, and drive organic traffic through SEO-optimized content.

tuul.ai is an AI application that specializes in providing custom solutions for AI marketing, AgTech, and data generation-curation. The platform offers innovative AI systems and services tailored to meet the specific needs of clients in various industries. From livestock biometric ID to AI veterinary platforms, tuul.ai leverages cutting-edge technology to deliver impactful solutions for businesses and individuals seeking to harness the power of artificial intelligence.

WP Dev AI is an AI-powered tool that allows users to build custom features for their WordPress websites without having to code. With WP Dev AI, users can simply describe the feature they want to create in plain English, and the tool will generate the necessary code. WP Dev AI also provides step-by-step instructions on how to implement the code, making it easy for even non-technical users to add custom features to their websites.

Sicara is a data and AI expert platform that helps clients define and implement data strategies, build data platforms, develop data science products, and automate production processes with computer vision. They offer services to improve data performance, accelerate data use cases, integrate generative AI, and support ESG transformation. Sicara collaborates with technology partners to provide tailor-made solutions for data and AI challenges. The platform also features a blog, job offers, and a team of experts dedicated to enhancing productivity and quality in data projects.

My Cheeky Bot is an AI tool that allows users to create advanced AI bots in minutes to add custom lead gen chat assistants to their business websites. It offers a solution for effortless customer engagement by providing personalized customer service assistants. The tool aims to help small businesses and freelance developers manage customer queries and provide instant assistance without the need for any coding skills. With innovative chatbot technology, My Cheeky Bot enables users to enhance their website's customer engagement experience and stay connected with their audience in today's fast-paced digital landscape.

Zenus AI is a behavioral analytics tool for events and retail, offering facial analysis and custom solutions for event organizers, retail brands, and exhibitors. The tool provides insights such as demographics, sentiment analysis, and behavioral tracking with 95% accuracy without collecting personal data. It helps businesses understand consumers, attract more exhibitors, and improve visitor experience through AI-powered solutions.

Vize.ai is a custom image recognition API provided by Ximilar, a leading company in Visual AI and Search. The tool offers powerful artificial intelligence capabilities with high accuracy using deep learning algorithms. It allows users to easily set up and implement cutting-edge vision automation without any development costs. Vize.ai enables users to train custom neural networks to recognize specific images and provides a scalable solution with continuous improvements in machine learning algorithms. The tool features an intuitive interface that requires no machine learning or coding knowledge, making it accessible for a wide range of users across industries.

Seedbox is an AI-based solution provider that crafts custom AI solutions to address specific challenges and boost businesses. They offer tailored AI solutions, state-of-the-art corporate innovation methods, high-performance computing infrastructure, secure and cost-efficient AI services, and maintain the highest security standards. Seedbox's expertise covers in-depth AI development, UX/UI design, and full-stack development, aiming to increase efficiency and create sustainable competitive advantages for their clients.

Supertype is a full-cycle data science consultancy offering a range of services including computer vision, custom BI development, managed data analytics, programmatic report generation, and more. They specialize in providing tailored solutions for data analytics, business intelligence, and data engineering services. Supertype also offers services for developing custom web dashboards, computer vision research and development, PDF generation, managed analytics services, and LLM development. Their expertise extends to implementing data science in various industries such as e-commerce, mobile apps & games, and financial markets. Additionally, Supertype provides bespoke solutions for enterprises, advisory and consulting services, and an incubator platform for data scientists and engineers to work on real-world projects.

Digital Sense is an AI tool that offers a wide range of AI, Machine Learning, and Computer Vision services. The company specializes in custom AI development, AI consulting services, biometrics solutions, NLP & LLMs development services, data science consulting services, remote sensing services, machine learning development services, generative AI development services, and computer vision development services. With over a decade of experience, Digital Sense helps businesses leverage cutting-edge AI technologies to solve complex technological challenges.

BoostioAI is an agency specializing in AI training, hackathons, and automation solutions. They empower businesses and teams to adopt and implement AI effectively through hands-on learning experiences and custom automation strategies. BoostioAI helps optimize workflows, drive innovation, and enhance efficiency by leveraging artificial intelligence.

Tafi is a global leader in 3D content creation, offering innovative AI-powered solutions for creating 3D characters and avatars. The platform provides a Text-to-3D AI character engine that allows users to easily convert text into 3D characters. Tafi is well-known for its dynamic 3D character solutions, high-resolution assets, and interoperability with leading software programs and game engines. Additionally, Tafi specializes in web3 strategy, development, and marketing, collaborating with renowned brands for NFT projects and creative work. With a team of expert content creators, Tafi offers custom solutions for character, content, avatar, and professional services, combining the expertise of an established market leader with the agility of a start-up.

NOCODING AI is an innovative AI tool that allows users to create advanced applications without the need for coding skills. The platform offers a user-friendly interface with drag-and-drop functionality, making it easy for individuals and businesses to develop custom solutions. With NOCODING AI, users can build chatbots, automate workflows, analyze data, and more, all without writing a single line of code. The tool leverages machine learning algorithms to streamline the development process and empower users to bring their ideas to life quickly and efficiently.

NexaQuanta is an AI consulting and implementation service provider that helps businesses transform their processes and software applications using advanced Generative AI technologies in a responsible, safe, and cost-effective manner. The company offers expert consulting services, custom AI software development, and dedicated software teams to deliver innovative AI solutions tailored to meet the unique needs of businesses across various industries. NexaQuanta is committed to Responsible AI Framework and invests significantly in research and development to ensure data privacy, security, and inclusivity in their AI solutions.

TeamAI is an AI platform that offers a shared workspace for businesses to leverage AI technology in various functions such as sales, marketing, design, HR, and more. It provides custom assistants, automated workflows, collaboration tools, and multiple models to enhance productivity and decision-making. With features like custom plugins, shared prompt libraries, and collaborative workspaces, TeamAI empowers teams to streamline processes and improve efficiency. The platform is designed to help organizations implement AI seamlessly and stay ahead of the curve in a rapidly evolving digital landscape.

Image Marketing Group is an AI-powered marketing agency that offers comprehensive branding, content marketing, SEO, website design and development, PPC advertising, AI services, design services, training services, and consulting. They specialize in transforming brands through storytelling, AI integration, visual design, and strategic marketing campaigns. With over 25 years of experience, they provide tailored solutions to enhance brand visibility, customer engagement, and business growth.

FlutterFlow is a low-code development platform that enables users to build cross-platform mobile and web applications without writing code. It provides a visual interface for designing user interfaces, connecting data, and implementing complex logic. FlutterFlow is trusted by users at leading companies around the world and has been used to build a wide range of applications, from simple prototypes to complex enterprise solutions.

Solve For X is an AI tool that empowers growth stage organizations by leveraging AI and data solutions to enhance operations, efficiency, and decision-making. The platform offers AI consulting services, data analysis and reporting, automation solutions, and custom AI models to help organizations achieve measurable impact and value through seamlessly integrated AI technologies. With a focus on empowering businesses with innovative AI solutions, Solve For X aims to help organizations successfully implement AI and data solutions into their operations by 2028.

The fsdp_qlora repository provides a script for training Large Language Models (LLMs) with Quantized LoRA and Fully Sharded Data Parallelism (FSDP). It integrates FSDP+QLoRA into the Axolotl platform and offers installation instructions for dependencies like llama-recipes, fastcore, and PyTorch. Users can finetune Llama-2 70B on Dual 24GB GPUs using the provided command. The script supports various training options including full params fine-tuning, LoRA fine-tuning, custom LoRA fine-tuning, quantized LoRA fine-tuning, and more. It also discusses low memory loading, mixed precision training, and comparisons to existing trainers. The repository addresses limitations and provides examples for training with different configurations, including BnB QLoRA and HQQ QLoRA. Additionally, it offers SLURM training support and instructions for adding support for a new model.

Prime is a framework for efficient, globally distributed training of AI models over the internet. It includes features such as fault-tolerant training with ElasticDeviceMesh, asynchronous distributed checkpointing, live checkpoint recovery, custom Int8 All-Reduce Kernel, maximizing bandwidth utilization, PyTorch FSDP2/DTensor ZeRO-3 implementation, and CPU off-loading. The framework aims to optimize communication, checkpointing, and bandwidth utilization for large-scale AI model training.

MInference is a tool designed to accelerate pre-filling for long-context Language Models (LLMs) by leveraging dynamic sparse attention. It achieves up to a 10x speedup for pre-filling on an A100 while maintaining accuracy. The tool supports various decoding LLMs, including LLaMA-style models and Phi models, and provides custom kernels for attention computation. MInference is useful for researchers and developers working with large-scale language models who aim to improve efficiency without compromising accuracy.

lite_llama is a llama model inference lite framework by triton. It offers accelerated inference for llama3, Qwen2.5, and Llava1.5 models with up to 4x speedup compared to transformers. The framework supports top-p sampling, stream output, GQA, and cuda graph optimizations. It also provides efficient dynamic management for kv cache, operator fusion, and custom operators like rmsnorm, rope, softmax, and element-wise multiplication using triton kernels.

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Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals.

This repository is a work in progress that contains first-principle implementations of groundbreaking AI algorithms using various deep learning frameworks. Each implementation is accompanied by supporting research papers, aiming to provide comprehensive educational resources for understanding and implementing foundational AI algorithms from scratch.

HQQ is a fast and accurate model quantizer that skips the need for calibration data. It's super simple to implement (just a few lines of code for the optimizer). It can crunch through quantizing the Llama2-70B model in only 4 minutes! 🚀

MSCCL++ is a GPU-driven communication stack for scalable AI applications. It provides a highly efficient and customizable communication stack for distributed GPU applications. MSCCL++ redefines inter-GPU communication interfaces, delivering a highly efficient and customizable communication stack for distributed GPU applications. Its design is specifically tailored to accommodate diverse performance optimization scenarios often encountered in state-of-the-art AI applications. MSCCL++ provides communication abstractions at the lowest level close to hardware and at the highest level close to application API. The lowest level of abstraction is ultra light weight which enables a user to implement logics of data movement for a collective operation such as AllReduce inside a GPU kernel extremely efficiently without worrying about memory ordering of different ops. The modularity of MSCCL++ enables a user to construct the building blocks of MSCCL++ in a high level abstraction in Python and feed them to a CUDA kernel in order to facilitate the user's productivity. MSCCL++ provides fine-grained synchronous and asynchronous 0-copy 1-sided abstracts for communication primitives such as `put()`, `get()`, `signal()`, `flush()`, and `wait()`. The 1-sided abstractions allows a user to asynchronously `put()` their data on the remote GPU as soon as it is ready without requiring the remote side to issue any receive instruction. This enables users to easily implement flexible communication logics, such as overlapping communication with computation, or implementing customized collective communication algorithms without worrying about potential deadlocks. Additionally, the 0-copy capability enables MSCCL++ to directly transfer data between user's buffers without using intermediate internal buffers which saves GPU bandwidth and memory capacity. MSCCL++ provides consistent abstractions regardless of the location of the remote GPU (either on the local node or on a remote node) or the underlying link (either NVLink/xGMI or InfiniBand). This simplifies the code for inter-GPU communication, which is often complex due to memory ordering of GPU/CPU read/writes and therefore, is error-prone.

The Artificial Intelligence Controller Interface (AICI) lets you build Controllers that constrain and direct output of a Large Language Model (LLM) in real time. Controllers are flexible programs capable of implementing constrained decoding, dynamic editing of prompts and generated text, and coordinating execution across multiple, parallel generations. Controllers incorporate custom logic during the token-by-token decoding and maintain state during an LLM request. This allows diverse Controller strategies, from programmatic or query-based decoding to multi-agent conversations to execute efficiently in tight integration with the LLM itself.

ZhiLight is a highly optimized large language model (LLM) inference engine developed by Zhihu and ModelBest Inc. It accelerates the inference of models like Llama and its variants, especially on PCIe-based GPUs. ZhiLight offers significant performance advantages compared to mainstream open-source inference engines. It supports various features such as custom defined tensor and unified global memory management, optimized fused kernels, support for dynamic batch, flash attention prefill, prefix cache, and different quantization techniques like INT8, SmoothQuant, FP8, AWQ, and GPTQ. ZhiLight is compatible with OpenAI interface and provides high performance on mainstream NVIDIA GPUs with different model sizes and precisions.

Awesome-Embedded is a curated list of resources for embedded systems enthusiasts. It covers a wide range of topics including MCU programming, RTOS, Linux kernel development, assembly programming, machine learning & AI on MCU, utilities, tips & tricks, and more. The repository provides valuable information, tutorials, and tools for individuals interested in embedded systems development.

Arno's Iptables Firewall (AIF) is a single- & multi-homed firewall script with DSL/ADSL support. It is a free software distributed under the GNU GPL License. The script provides a comprehensive set of configuration files and plugins for setting up and managing firewall rules, including support for NAT, load balancing, and multirouting. It offers detailed instructions for installation and configuration, emphasizing security best practices and caution when modifying settings. The script is designed to protect against hostile attacks by blocking all incoming traffic by default and allowing users to configure specific rules for open ports and network interfaces.

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Implement specific web applications based on sketches submitted by users

Provides concise GC troubleshooting and method development advice that is easy to implement.

Your proactive virtual CTO, ready to implement requests

Assists in enhancing e-commerce sites for better conversions with tailored, easy-to-implement advice.

Insurance providers collect and process personal health, financial, and property information, making it crucial to implement comprehensive data protection strategies.

Agente de IA especializado em Proteção de Dados

Guides users on Oracle EPM Cloud services and tasks.

Expert in Your ERP software, specializing in White Label contracts and implementation advice.

ISO27001およびISO/IEC 27002のベストプラクティスに精通したアドバイザー　Expert in ISO27001 and ISO/IEC 27002 best practices.

Japanese-first, young GCP expert with AI diagrams.

Consultor especializado em SAP ECC 6

Demystifying ISO 26262: Your Simple Guide to Automotive Functional Safety

Mon expert en protection des données

Spécialiste ISO 15189 et documents COFRAC pour les conseils en qualité des laboratoires médicaux.

Guides organization in telecommunications systems implementation and optimization.

Guides in designing, implementing, and maintaining technical architecture.

Manages credit risk and implements effective collection strategies.

Offering advice and guidance for those managing a Salesforce Center of Excellence

Expert in manufacturing operations and digital transformation guidance