Best AI tools for< Reduce Training Costs >

CogniSpark AI is an advanced AI-powered eLearning Authoring Tool that revolutionizes course creation by providing a set of AI tools for content generation, translation, voiceover, video creation, and more. It offers a user-friendly interface, quick course creation, and cost-effective solutions for educators, instructional designers, and training professionals. With features like AI content generator, AI translator, AI voiceover, and AI video generator, CogniSpark AI enhances productivity and engagement in learning and development.

Maxx AI is an AI-powered solution designed to automate customer service interactions and boost efficiency for businesses of all sizes. By integrating custom-trained AI Assistants into communication channels, Maxx AI provides fast, reliable, and cost-effective customer interactions 24/7. The application offers features such as instant responses across messaging platforms, custom AI training, multilingual support, voice recognition, scalability, and cost-effectiveness. Maxx AI aims to help businesses reduce staffing needs, cut operational costs, improve response times, and expand into new markets effortlessly.

Defined.ai is a leading provider of high-quality and ethical data for AI applications. Founded in 2015, Defined.ai has a global presence with offices in the US, Europe, and Asia. The company's mission is to make AI more accessible and ethical by providing a marketplace for buying and selling AI data, tools, and models. Defined.ai also offers professional services to help deliver success in complex machine learning projects.

Skillsminer is a Workforce Intelligence Platform that helps businesses bridge the growth gap by unlocking dynamic and scalable workforce potential. The platform utilizes AI technology to provide valuable insights and data to identify, develop, and utilize skills and talent effectively. Skillsminer supports various industries such as utilities, financial sector, education, housing associations, health sector, and government in recruiting hidden talent, maximizing internal mobility, and enhancing career opportunities. The platform aims to help businesses hire smarter, improve workforce agility, and make informed learning and development decisions to drive sustainable growth and business success while optimizing costs.

BRACAI AI Consulting Services is a platform that offers AI consulting services to businesses looking to leverage artificial intelligence to improve productivity, reduce costs, and boost efficiency. The platform helps companies identify AI use cases, develop AI solutions, and provide training to ensure successful AI transformation. With a focus on simplifying AI for businesses, BRACAI aims to help organizations navigate the path to AI adoption and implementation.

Sereda.ai is an AI-powered platform designed to unleash a team's potential by offering solutions for employee knowledge management, surveys, performance reviews, learning, and more. It integrates artificial intelligence to streamline HR processes, improve employee engagement, and boost productivity. The platform provides a user-friendly interface, personalized settings, and automation features to enhance organizational efficiency and reduce costs.

GoodGist is an AI platform that focuses on customer and partner enablement. It offers autonomous learning, support, and knowledge management powered by AI to help software companies onboard faster, implement better, and support stronger. The platform provides personalized training, reduces support tickets, generates reference architectures, and facilitates collaboration among teams and partners. GoodGist aims to enhance software proficiency, reduce support costs, improve customer satisfaction, and increase partner engagement through hyper-personalized learning experiences and adaptive content support.

InsightPro is a workforce analytics platform specifically designed for healthcare payers. It integrates claims processing, quality assurance, training, and contact center functionalities, all powered by AI and machine learning. The platform offers capabilities such as dashboards, team productivity, workforce optimization, workload management, workforce access, real-time monitoring, and training management. InsightPro aims to improve operational efficiencies, reduce costs, enhance workforce planning, and foster team collaboration within payer organizations.

Miwend is an AI-based digital agent application that revolutionizes online sales and customer service. It allows users to create a high-performing sales agent tailored to their needs by training it with their own data. The application offers advanced analytics and statistics, personalized responses, brand identity adaptation, and complete management of the customer journey. Miwend helps businesses increase sales, reduce costs, and enhance customer experience through proactive interactions, personalized recommendations, and automated customer service.

Screenloop is an applicant tracking system (ATS) that goes beyond traditional tracking systems by offering interview intelligence, AI notes, and more at a fraction of the cost. It is designed to help businesses win top candidates, scale seamlessly, and use powerful AI to streamline operations and reduce costs. Screenloop's Talent Operations Platform provides access to a full suite of tools, including applicant tracking, interview intelligence, pulse surveys, background checks, referencing, interviewer training, data & analytics, and more.

CoTech.ai is an Augmented Reality platform for automotive repair and maintenance, empowering service technicians with AR & AI-enabled solutions. The platform provides operational efficiency in automotive maintenance and inspections by offering direct access to expertise through AR-enabled instructions. It digitizes service operations, accelerates maintenance inspections, reduces training costs, and brings expert knowledge to technicians' fingertips. CoTech.ai revolutionizes maintenance with AI and AR, minimizing errors, maximizing performance, and enhancing the overall service experience.

syntheticAIdata is a platform that provides synthetic data for training vision AI models. Synthetic data is generated artificially, and it can be used to augment existing real-world datasets or to create new datasets from scratch. syntheticAIdata's platform is easy to use, and it can be integrated with leading cloud platforms. The company's mission is to make synthetic data accessible to everyone, and to help businesses overcome the challenges of acquiring high-quality data for training their vision AI models.

BuildAi is an AI tool designed to provide the lowest cost GPU cloud for AI training on the market. The platform is powered with renewable energy, enabling companies to train AI models at a significantly reduced cost. BuildAi offers interruptible pricing, short term reserved capacity, and high uptime pricing options. The application focuses on optimizing infrastructure for training and fine-tuning machine learning models, not inference, and aims to decrease the impact of computing on the planet. With features like data transfer support, SSH access, and monitoring tools, BuildAi offers a comprehensive solution for ML teams.

AR Genie is an AI-powered platform that offers remote visual assistance with augmented reality, revolutionizing operations and support by seamlessly integrating AR with the power of AI. The platform empowers companies to enhance their operations and support through innovative solutions, such as remote assistance, operations and maintenance support, onboarding and troubleshooting, and AR manuals for work instructions. AR Genie provides features like AR annotation tools, live camera streaming, AR glasses support, web portal integration, and mobile-to-mobile sessions. The platform offers benefits such as extending expert reach, minimizing costs, and maximizing uptime, with advantages including reduced technician dispatches, increased customer satisfaction, expanded knowledge, faster problem-solving, and reduced costs. However, some disadvantages include potential technical glitches, dependency on internet connectivity, and the need for user training.

Bodt.io is a no-code AI conversational platform that allows users to create custom chatbots for websites and various messaging platforms. The platform offers features such as easy API integration, custom chatbots trained on user data, multi-platform compatibility, quick deployment, and personalized chatbot creation. Bodt.io provides advantages like lead generation, seamless transition to human support, global reach with multilingual capabilities, reduced customer support costs, and accurate, human-like responses. However, some disadvantages include the need for training the chatbot with user data, potential limitations in handling complex queries, and the requirement for ongoing maintenance and updates.

Sitebot is an AI-powered chatbot solution that helps businesses enhance their website's user experience and streamline customer support. With cutting-edge technology powered by GPT models, Sitebot's chatbots offer seamless interactions without the need for any coding knowledge. Key features include automated content crawling, custom chatbot training, embeddable chat interface, real-time insights and analytics, continuous learning, and cost efficiency. By providing instant answers, relevant content suggestions, and personalized recommendations, Sitebot's chatbots help businesses transform passive visitors into engaged users, reduce bounce rates, and enhance retention.

SymTrain is an AI-powered platform that automates training and coaching for contact center agents. By utilizing simulations and AI technology, SymTrain offers a cost-effective solution that enhances agent performance, reduces training time, and improves overall customer satisfaction. The platform provides automated role-play scenarios, consistent feedback, and data-driven coaching to help organizations streamline their training processes and achieve better results. SymTrain revolutionizes how companies train and coach their agents, leading to increased efficiency, revenue, and customer satisfaction.

Chatling is a no-code AI chatbot builder that empowers businesses to create custom chatbots without the need for coding expertise. With Chatling, businesses can train chatbots on their own data, customize them to match their brand, and add them to their website in minutes. Chatling's chatbots can answer customer queries instantly, resolve issues accurately, and provide 24/7 support, leading to increased customer satisfaction, reduced customer support workload, and cost savings.

KnowBe4 is a human risk management platform that offers security awareness training, cloud email security, phishing protection, real-time coaching, compliance training, and AI defense agents. The platform integrates AI to help organizations drive awareness, change user behavior, and reduce human risk. KnowBe4 is trusted by 70,000 organizations worldwide and is known for its comprehensive security products and customer-centric approach.

Wonderway is an AI Sales Coach and Sales Training Platform that leverages AI technology to provide automated sales coaching on every call. It helps sales teams train, upskill, and certify their members, leading to increased conversion rates and reduced ramp time. The platform offers personalized training, aligns teams faster, and improves sales onboarding efficiency. Wonderway uses AI to analyze sales team performance and provide tailored recommendations for improvement, making it a valuable tool for sales professionals seeking to enhance their skills and boost sales performance.

Efficient Multimodal Large Language Models: A Survey provides a comprehensive review of efficient and lightweight Multimodal Large Language Models (MLLMs), focusing on model size reduction and cost efficiency for edge computing scenarios. The survey covers the timeline of efficient MLLMs, research on efficient structures and strategies, and their applications, while also discussing current limitations and future directions.

DB-GPT-Hub is an experimental project leveraging Large Language Models (LLMs) for Text-to-SQL parsing. It includes stages like data collection, preprocessing, model selection, construction, and fine-tuning of model weights. The project aims to enhance Text-to-SQL capabilities, reduce model training costs, and enable developers to contribute to improving Text-to-SQL accuracy. The ultimate goal is to achieve automated question-answering based on databases, allowing users to execute complex database queries using natural language descriptions. The project has successfully integrated multiple large models and established a comprehensive workflow for data processing, SFT model training, prediction output, and evaluation.

Colossal-AI is a deep learning system for large-scale parallel training. It provides a unified interface to scale sequential code of model training to distributed environments. Colossal-AI supports parallel training methods such as data, pipeline, tensor, and sequence parallelism and is integrated with heterogeneous training and zero redundancy optimizer.

Awesome-LLM-Quantization is a curated list of resources related to quantization techniques for Large Language Models (LLMs). Quantization is a crucial step in deploying LLMs on resource-constrained devices, such as mobile phones or edge devices, by reducing the model's size and computational requirements.

This repository contains a collection of papers and resources related to Large Language Models (LLMs), including their applications in various domains such as text generation, translation, question answering, and dialogue systems. The repository also includes discussions on the ethical and societal implications of LLMs. **Description** This repository is a collection of papers and resources related to Large Language Models (LLMs). LLMs are a type of artificial intelligence (AI) that can understand and generate human-like text. They have a wide range of applications, including text generation, translation, question answering, and dialogue systems. **For Jobs** - **Content Writer** - **Copywriter** - **Editor** - **Journalist** - **Marketer** **AI Keywords** - **Large Language Models** - **Natural Language Processing** - **Machine Learning** - **Artificial Intelligence** - **Deep Learning** **For Tasks** - **Generate text** - **Translate text** - **Answer questions** - **Engage in dialogue** - **Summarize text**

Qwen is a series of large language models developed by Alibaba DAMO Academy. It outperforms the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen models outperform the baseline models of similar model sizes on a series of benchmark datasets, e.g., MMLU, C-Eval, GSM8K, MATH, HumanEval, MBPP, BBH, etc., which evaluate the models’ capabilities on natural language understanding, mathematic problem solving, coding, etc. Qwen-72B achieves better performance than LLaMA2-70B on all tasks and outperforms GPT-3.5 on 7 out of 10 tasks.

The LLM course is divided into three parts: 1. 🧩 **LLM Fundamentals** covers essential knowledge about mathematics, Python, and neural networks. 2. 🧑‍🔬 **The LLM Scientist** focuses on building the best possible LLMs using the latest techniques. 3. 👷 **The LLM Engineer** focuses on creating LLM-based applications and deploying them. For an interactive version of this course, I created two **LLM assistants** that will answer questions and test your knowledge in a personalized way: * 🤗 **HuggingChat Assistant**: Free version using Mixtral-8x7B. * 🤖 **ChatGPT Assistant**: Requires a premium account. ## 📝 Notebooks A list of notebooks and articles related to large language models. ### Tools | Notebook | Description | Notebook | |----------|-------------|----------| | 🧐 LLM AutoEval | Automatically evaluate your LLMs using RunPod |  | | 🥱 LazyMergekit | Easily merge models using MergeKit in one click. |  | | 🦎 LazyAxolotl | Fine-tune models in the cloud using Axolotl in one click. |  | | ⚡ AutoQuant | Quantize LLMs in GGUF, GPTQ, EXL2, AWQ, and HQQ formats in one click. |  | | 🌳 Model Family Tree | Visualize the family tree of merged models. |  | | 🚀 ZeroSpace | Automatically create a Gradio chat interface using a free ZeroGPU. |  |

This repository contains an implementation of Ring Attention, a technique for processing large sequences in transformers. Ring Attention splits the data across the sequence dimension and applies ring reduce to the processing of the tiles of the attention matrix, similar to flash attention. It also includes support for Striped Attention, a follow-up paper that permutes the sequence for better workload balancing for autoregressive transformers, and grouped query attention, which saves on communication costs during the ring reduce. The repository includes a CUDA version of the flash attention kernel, which is used for the forward and backward passes of the ring attention. It also includes logic for splitting the sequence evenly among ranks, either within the attention function or in the external ring transformer wrapper, and basic test cases with two processes to check for equivalent output and gradients.

The NVIDIA TensorRT Model Optimizer is a library designed to quantize and compress deep learning models for optimized inference on GPUs. It offers state-of-the-art model optimization techniques including quantization and sparsity to reduce inference costs for generative AI models. Users can easily stack different optimization techniques to produce quantized checkpoints from torch or ONNX models. The quantized checkpoints are ready for deployment in inference frameworks like TensorRT-LLM or TensorRT, with planned integrations for NVIDIA NeMo and Megatron-LM. The tool also supports 8-bit quantization with Stable Diffusion for enterprise users on NVIDIA NIM. Model Optimizer is available for free on NVIDIA PyPI, and this repository serves as a platform for sharing examples, GPU-optimized recipes, and collecting community feedback.

LLM-PowerHouse is a comprehensive and curated guide designed to empower developers, researchers, and enthusiasts to harness the true capabilities of Large Language Models (LLMs) and build intelligent applications that push the boundaries of natural language understanding. This GitHub repository provides in-depth articles, codebase mastery, LLM PlayLab, and resources for cost analysis and network visualization. It covers various aspects of LLMs, including NLP, models, training, evaluation metrics, open LLMs, and more. The repository also includes a collection of code examples and tutorials to help users build and deploy LLM-based applications.

ReproModel is an open-source toolbox designed to boost AI research efficiency by enabling researchers to reproduce, compare, train, and test AI models faster. It provides standardized models, dataloaders, and processing procedures, allowing researchers to focus on new datasets and model development. With a no-code solution, users can access benchmark and SOTA models and datasets, utilize training visualizations, extract code for publication, and leverage an LLM-powered automated methodology description writer. The toolbox helps researchers modularize development, compare pipeline performance reproducibly, and reduce time for model development, computation, and writing. Future versions aim to facilitate building upon state-of-the-art research by loading previously published study IDs with verified code, experiments, and results stored in the system.

APOLLO is a memory-efficient optimizer designed for large language model (LLM) pre-training and full-parameter fine-tuning. It offers SGD-like memory cost with AdamW-level performance. The optimizer integrates low-rank approximation and optimizer state redundancy reduction to achieve significant memory savings while maintaining or surpassing the performance of Adam(W). Key contributions include structured learning rate updates for LLM training, approximated channel-wise gradient scaling in a low-rank auxiliary space, and minimal-rank tensor-wise gradient scaling. APOLLO aims to optimize memory efficiency during training large language models.

PEFT (Parameter-Efficient Fine-Tuning) is a collection of state-of-the-art methods that enable efficient adaptation of large pretrained models to various downstream applications. By only fine-tuning a small number of extra model parameters instead of all the model's parameters, PEFT significantly decreases the computational and storage costs while achieving performance comparable to fully fine-tuned models.

LitGPT is a command-line tool designed to easily finetune, pretrain, evaluate, and deploy 20+ LLMs **on your own data**. It features highly-optimized training recipes for the world's most powerful open-source large-language-models (LLMs).

This repository contains the official implementation of RPG, a powerful training-free paradigm for text-to-image generation and editing. RPG utilizes proprietary or open-source MLLMs as prompt recaptioner and region planner with complementary regional diffusion. It achieves state-of-the-art results and can generate high-resolution images. The codebase supports diffusers and various diffusion backbones, including SDXL and SD v1.4/1.5. Users can reproduce results with GPT-4, Gemini-Pro, or local MLLMs like miniGPT-4. The repository provides tools for quick start, regional diffusion with GPT-4, and regional diffusion with local LLMs.

The Oracle Cloud Infrastructure Data Science and AI services Examples repository provides demos, tutorials, and code examples showcasing various features of the OCI Data Science service and AI services. It offers tools for data scientists to develop and deploy machine learning models efficiently, with features like Accelerated Data Science SDK, distributed training, batch processing, and machine learning pipelines. Whether you're a beginner or an experienced practitioner, OCI Data Science Services provide the resources needed to build, train, and deploy models easily.

The LLM Engineer Toolkit is a curated repository containing over 120 LLM libraries categorized for various tasks such as training, application development, inference, serving, data extraction, data generation, agents, evaluation, monitoring, prompts, structured outputs, safety, security, embedding models, and other miscellaneous tools. It includes libraries for fine-tuning LLMs, building applications powered by LLMs, serving LLM models, extracting data, generating synthetic data, creating AI agents, evaluating LLM applications, monitoring LLM performance, optimizing prompts, handling structured outputs, ensuring safety and security, embedding models, and more. The toolkit covers a wide range of tools and frameworks to streamline the development, deployment, and optimization of large language models.

Expert on altitude training research and benefits

Memory training and cognitive skill enhancer

Interactive Brain Age-style mental exercise guide

Uses 'simple_compress_pdf' function to significantly reduce PDF size.

I compress images to reduce file size without losing quality.

Carbon footprint calculations breakdown and advices on how to reduce it

I help calculate and reduce your personal environmental footprint.

I'm an Environmental Impact Analyzer, here to calculate and reduce your carbon footprint.

insightful articles and guides on business tax strategies at AfterTaxCash. Discover expert advice and tips to optimize tax efficiency, reduce liabilities, and maximize after-tax profits for your business. Stay informed to make informed financial decisions.

Track & analyze your carbon footprint with ease! EcoTracker Pro helps you make eco-friendly choices & reduce your impact. 🌎♻️

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Your go-to GPT for navigating the low-FODMAP diet! Find recipes, substitutes, and meal plans tailored to reduce IBS symptoms. 🍽️🌿

Improves operational efficiency by optimizing processes and reducing waste.

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Your personal guide to making a difference in the climate crisis

Guidance inspired by Nicole LePera's holistic approach

The world's trusted source for cost effective energy management in schools

I turn your waste into wonders with ideas, steps, pictures.

A gateway to Zen's joy and wisdom. Explore mindfulness, meditation, and the path of sudden awareness through play with this charming friendly guide.

Disappear stress, Savor Life.