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BestGrowthStocks.Com Issues an Extensive Comprehensive Analysis of Asset Entities Inc.

Asset Entities Inc

NEW YORK, NY / NewsDirect / July 11th, 2024 / Best Growth Stocks, a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing exclusive ai-assisted research recently issued a comprehensive analysis of Asset Entities Inc. a provider of digital marketing and content delivery services across Discord and other social media platforms, and a Ternary Payment Platform company. Asset Entities Inc. (NASDAQ: ASST) has garnered significant investor attention following the strategic acquisition of the assets of TommyBoyTV and a 1-for-5 reverse stock split. Best Growth Stock's full report offers an analysis of Asset Entities Inc. (NASDAQ: ASST) operations, potential catalysts, growth drivers, financials, share structure, chart setup with support and resistance levels, and more. Access this full analysis with no obligation: https://bestgrowthstocks.com/access-asst-analysis/ Access this full analysis with no obligation: https://bestgrowthstocks.com/access-asst-analysis/ About Asset Entities, Inc. Asset Entities Inc. is a technology company providing social media marketing, management, and content delivery across Discord, TikTok, Instagram, X (formerly Twitter), YouTube, and other social media platforms. Asset Entities is believed to be the first publicly traded Company based on the Discord platform, where it hosts some of Discord’s largest social community-based education and entertainment servers. The Company’s AE.360.DDM suite of services is believed to be the first of its kind for the Design, Development, and Management of Discord community servers. Asset Entities’ initial AE.360.DDM customers have included businesses and celebrities. The Company also has its Ternary payment platform that is a Stripe-verified partner and CRM for Discord communities. The Company’s Social Influencer Network (SiN) service offers white-label marketing, content creation, content management, TikTok promotions, and TikTok consulting to clients in all industries and markets. The Company’s SiN influencers can increase the social media reach of client Discord servers and drives traffic to their businesses. Learn more at assetentities.com, and follow the Company on X (formerly Twitter) at @assetentities. About Best Growth Stocks Best Growth Stocks is a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing our exclusive ai-assisted research. BGS is also a financial news provider, focused on giving investors direct access to CEOs of promising, publicly-traded companies, and market experts. Our CEO interviews aim to answer the questions that rest on the minds of current and future shareholders. This is not to be construed as financial advice. Please consult with a licensed financial advisor before making any investment decisions. Media Contact Best Growth Stocks Senior Editor: Steve Macalbry Editor@BestGrowthStocks.com SOURCE: BestGrowthStocks.Com Contact Details Media Source LLC Best Growth Stocks +1 989-274-7778 editor@bestgrowthstocks.com

July 11, 2024 08:00 AM Eastern Daylight Time

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BestGrowthStocks.Com Issues Comprehensive Analysis of Gaxos.Ai Inc.

Gaxos.Ai Inc

NEW YORK, NY / NewsDirect / July 10th, 2024 / Best Growth Stocks, a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing exclusive ai-assisted research recently issued a comprehensive analysis on Gaxos.Ai Inc. a company developing artificial intelligence applications across various sectors. Gaxos.Ai Inc. (NASDAQ: GXAI) has garnered significant investor attention following an announcement that it partnered with Meshy to deliver 3D assets in its AI solution for game developers and publishers. Best Growth Stock's full report offers a comprehensive analysis of Gaxos.Ai operations, potential catalysts, growth drivers, financials, share structure, chart setup with support and resistance levels, and more. Access this full analysis with no obligation: https://bestgrowthstocks.com/access-gxai-analysis/ Access this full analysis with no obligation: https://bestgrowthstocks.com/access-gxai-analysis/ About Gaxos.ai Inc. Gaxos.AI isn't just developing applications; it's redefining the human-AI relationship. Our offerings span health and wellness as well as gaming. We're committed to addressing health, longevity, and entertainment, through AI solutions. About Best Growth Stocks Best Growth Stocks is a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing our exclusive ai-assisted research. BGS is also a financial news provider, focused on giving investors direct access to CEOs of promising, publicly-traded companies, and market experts. Our CEO interviews aim to answer the questions that rest on the minds of current and future shareholders. This is not to be construed as financial advice. Please consult with a licensed financial advisor before making any investment decisions. Media Contact Best Growth Stocks Senior Editor: Steve Macalbry Editor@BestGrowthStocks.com SOURCE: BestGrowthStocks.Com Contact Details Media Source LLC Best Growth Stocks +1 989-274-7778 editor@bestgrowthstocks.com

July 10, 2024 04:08 PM Eastern Daylight Time

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BestGrowthStocks.Com Issues Comprehensive Analysis of Maxeon Solar Technologies

Maxeon Solar Technologies Ltd

NEW YORK, NY / NewsDirect / July 9th, 2024 / Best Growth Stocks, a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing exclusive ai-assisted research recently issued a comprehensive analysis of Maxeon Solar Technologies, Ltd., a global leader in solar innovation and channels Maxeon Solar Technologies (NASDAQ: MAXN) has garnered significant investor attention following several strategic developments and innovations. These include the introduction of the latest high-efficiency solar panels and advanced technologies showcased at industry-leading events like Intersolar Europe 2024. Best Growth Stock's full report includes a comprehensive analysis of Maxeon's operations, potential catalysts, current short interest, potential growth drivers, financials, fully diluted share structure, chart setup with support and resistance zones, and more. Access this full analysis with no obligation: https://bestgrowthstocks.com/access-maxn-analysis/ Access this full analysis with no obligation: https://bestgrowthstocks.com/access-maxn-analysis/ About Maxeon Solar Technologies Maxeon Solar Technologies (NASDAQ: MAXN) is Powering Positive Change™. Headquartered in Singapore, Maxeon leverages over 35 years of solar energy leadership and over 1,900 patents to design innovative and sustainably made solar panels and energy solutions for residential, commercial, and power plant customers. Maxeon's integrated home energy management is a flexible ecosystem of products and services, built around the award-winning Maxeon® and SunPower® branded solar panels. With a network of more than 1,700 trusted partners and distributors, and more than one million customers worldwide, the Company is a global leader in solar. About Best Growth Stocks Best Growth Stocks is a leading independent equity research and corporate access firm focused on finding and reporting on the best growth stocks utilizing our exclusive ai-assisted research. BGS is also a financial news provider, focused on giving investors direct access to CEOs of promising, publicly-traded companies, and market experts. Our CEO interviews aim to answer the questions that rest on the minds of current and future shareholders. This is not to be construed as financial advice. Please consult with a licensed financial advisor before making any investment decisions. Media Contact Best Growth Stocks Senior Editor: Steve Macalbry Editor@BestGrowthStocks.com SOURCE: BestGrowthStocks.Com Contact Details BestGrowthStocks.Com Steve Macalbry +1 989-274-7778 editor@bestgrowthstocks.com

July 09, 2024 07:00 AM Eastern Daylight Time

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Catalyst Marketing Agency named 2024 Colorado Companies to Watch winner

Catalyst Marketing Agency

Catalyst Marketing Agency has been selected as one of the prestigious winners of the 2024 Colorado Companies to Watch award. This statewide recognition celebrates Catalyst’s exceptional growth, innovation, and contribution to Colorado's economic landscape. Colorado Companies to Watch is a distinguished statewide awards program dedicated to honoring companies that are instrumental in fueling the economic vitality of the state. These winners represent Colorado's most innovative, visionary, and impactful second-stage entrepreneurs, actively expanding their businesses and enriching their networks. Being named a Colorado Companies to Watch winner signifies Catalyst's position as one of Colorado's most dynamic and promising businesses. "We are incredibly honored to be recognized as a 2024 Colorado Companies to Watch winner," said Catalyst’s CMGO, Robin Emiliani. "This award is a testament to our entire team's hard work, dedication, and innovation. We are proud to contribute to Colorado's vibrant business community and look forward to continuing our growth and impact in the years to come." As a Colorado Companies to Watch Award winner, Catalyst Marketing Agency joins an elite group of innovative entrepreneurs who are actively growing their businesses and expanding their networks. Through its strategic approach, creative solutions, and unwavering commitment to client success, Catalyst has established itself as a trusted partner for businesses seeking to elevate their brand presence and drive tangible results. This recognition highlights Catalyst’s achievements and underscores its potential for continued success and leadership in Colorado and beyond. Catalyst was officially honored at the 2024 Colorado Companies to Watch Awards Gala, where Robin and Gem (co-founders) had the opportunity to connect with other winners, industry leaders, and Colorado's business community supporters. The award reaffirms Catalyst’s position as a dynamic force in Colorado’s business landscape and sets the stage for even greater achievements in the future. For more information about Catalyst and its award-winning services/products, please visit https://catalystmarketing.io/. About Catalyst Catalyst is an award-winning creative marketing agency that positions you to think differently and reach your audiences in unique ways. We exist to jolt your creativity—giving you the strategy and unexpected creative direction your business needs to capture your customers’ attention. Based in Denver, our team knows how to develop strong marketing strategies and bring unignorable creative concepts to life. Contact Details Catalyst Marketing Agency Robin Emiliani +1 303-842-1189 robin@catalystmarketing.io Company Website https://catalystmarketing.io/

June 27, 2024 09:09 AM Mountain Daylight Time

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FeedSpot Recognizes Take Pride in Retirement Podcast as a Leading LGBTQ+ Voice for Pride Month 2024

Retirement.Radio

Retirement.Radio, a premier network dedicated to providing essential retirement planning information, announced today that its Take Pride in Retirement podcast has been recognized as a must-follow Pride-related podcast by FeedSpot, one of the web’s foremost aggregators of the “best of” across the internet. This recognition not only underscores the podcast’s commitment to sharing diverse voices and stories from the LGBTQ+ community but also highlights the importance of empowering and representing this community as it navigates its unique challenges during the golden years of retirement. “I am humbled and honored to receive this recognition,” said Matt McClure, founder and host of Take Pride in Retirement. “I started Take Pride in Retirement because I saw a need in my community for retirement planning, education, and assistance. Knowing that the podcast is reaching its intended audience and making a difference in their lives is extremely fulfilling.” The Take Pride in Retirement Podcast, a one-of-a-kind platform, focuses on financial issues relevant to the LGBTQ+ community. It has had the privilege of hosting distinguished guests such as Gabrielle Claiborne, Co-Founder and CEO of Transformation Journeys Worldwide, who has shared invaluable insights on the unique challenges the trans community faces in retirement planning. The podcast has also featured Katie Leikam, a licensed therapist, who has underscored the importance of living wills and estate plans for the LGBTQ+ community. These unique and insightful perspectives testify to the podcast's importance and relevance. Matt reiterates in every episode that the Take Pride in Retirement Podcast remains steadfast in its mission that everyone, regardless of their background, identity, or who they love, deserves a retirement they can be proud of. This commitment to diversity and inclusivity is at the heart of our podcast. It is a testament to our dedication to ensuring that all voices are heard, and all needs are met, making our audience feel valued and included. “The Retirement.Radio team is deeply committed to amplifying these crucial conversations on our radio shows and affiliated podcasts,” said Sam Davis, executive producer for Retirement.Radio. “Our unwavering mission is to provide essential information, ensuring that every senior citizen and retiree, regardless of their background or identity, has the information they need to navigate retirement confidently and clearly. This recognition by FeedSpot is a testament to our dedication to inclusivity and our ongoing efforts to serve all communities.” FeedSpot’s ranking of the Best Pride Podcasts results from a rigorous evaluation considering podcast popularity, content quality, update frequency, and audience engagement. This recognition places the Take Pride in Retirement podcast in an exclusive league of content creators leading the way in celebrating and advocating for LGBTQ+ rights and stories. Other podcasts are available through the Retirement.Radio Network, including the Peak Financial Freedom Hour, Retirement Results, Guaranteeing Your Retirement, and the Federal Retirement Show. For more information, visit TakePrideInRetirement.com and subscribe to the show wherever you listen to podcast. ### About Take Pride in Retirement Take Pride in Retirement is Retirement.Radio podcast dedicated to retirement planning solutions for the LGBTQ community. During uncertain economic times, the safety of your principal is critical to planning a successful retirement. Our goal is to help educate you about ways to protect your hard-earned money while experiencing market-like growth at the same time. LGBTQ people face unique challenges when planning for their retirement future. Everyone's situation differs from legal barriers to a potential lack of family support. Tune in each week as we explore these obstacles and give you tips on overcoming them so you can get on the road to success. For more information, visit TakePrideInRetirement.com and subscribe to the show wherever you listen to podcasts. About Retirement.Radio Retirement.Radio is dedicated to providing essential retirement planning information to listeners across the United States. Our licensed financial professionals and insurance agents host weekly radio shows and podcasts, offering expert advice on various topics, including smart tax planning, retirement income strategies, and health care planning. Retirement.Radio is powered by national insurance distribution and marketing leader AmeriLife and features wide-reaching and impactful broadcasts. Our commitment is to help listeners invest wisely, plan effectively, and achieve successful retirement outcomes. Contact Details Retirement.Radio Sam Davis sdavis@amerilife.com Company Website https://retirement.radio/

June 26, 2024 11:00 AM Eastern Daylight Time

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Select Sector SPDR ETFs: A Focused Approach for Sector-Specific Portfolio Management

Select Sector SPDR

In the ever-changing landscape of the financial markets, Select Sector SPDR ETFs present a method for investors looking to engage in sector-specific investments. By breaking down the S&P 500 into distinct sectors, these ETFs provide a pathway for both individual and institutional investors to craft more targeted and strategic investment portfolios. The Select Sector SPDR ETFs encompass a range of sectors, each represented by a dedicated ETF. This structure allows investors to focus their investments on specific areas of the economy, depending on their investment objectives, risk tolerance, and market outlook. Overview of Select Sector SPDR ETFs: Communication Services Select Sector SPDR Fund (XLC): Focuses on telecommunications and media companies. Consumer Discretionary Select Sector SPDR Fund (XLY): Targets companies focused on non-essential goods and services such as luxury items, travel, and leisure. Consumer Staples Select Sector SPDR Fund (XLP): Concentrates on essential consumer goods and services like food, clothing, and personal products. Energy Select Sector SPDR Fund (XLE): Dedicated to the energy sector, focused on oil and natural gas. Financials Select Sector SPDR Fund (XLF): Encompasses banking, investment, and insurance industries. Health Care Select Sector SPDR Fund (XLV): Focuses on pharmaceuticals, healthcare equipment, and services. Industrials Select Sector SPDR Fund (XLI): Includes manufacturing, construction, and logistics firms. Materials Select Sector SPDR Fund (XLB): Covers the chemicals, construction materials, and packaging industries. Real Estate Select Sector SPDR Fund (XLRE): Targets commercial real estate services and REITs. Technology Select Sector SPDR Fund (XLK): Concentrates on the information technology, semiconductor, and electronics sectors. Utilities Select Sector SPDR Fund (XLU): Dedicated to electric and gas utility companies. By offering a straightforward and transparent approach to investing in specific sectors, Select Sector SPDR ETFs enable investors to adapt their investment strategies in response to changing market conditions. The Select Sector SPDR ETFs offer a focused approach to investment, allowing for detailed sector analysis and strategic portfolio management. As the financial landscape continues to evolve, these ETFs provide a valuable tool for investors looking to refine their investment strategies through sector-specific allocations. DISCLAIMER: This is a work of research and should not be taken as investment or financial advice. Therefore, Select Sector SPDRs or the publisher is not liable for any decision made based on the publication. About the Company: Select Sector SPDR ETFs offer flexibility and customization opportunities. Many investors have similar outlooks, but no two are exactly alike. Select Sector SPDR ETFs let investors select the sectors that best meet their investment goals. DISCLOSURES The S&P 500 Index is an unmanaged index of 500 common stocks that is generally considered representative of the U.S. stock market. The index is heavily weighted toward stocks with large market capitalizations and represents approximately two-thirds of the total market value of all domestic common stocks. The S&P 500 Index figures do not reflect any fees, expenses or taxes. An investor should consider investment objectives, risks, fees and expenses before investing. One may not invest directly in an index. Transparent ETFs provide daily disclosure of portfolio holdings and weightings All ETFs are subject to risk, including loss of principal. Sector ETF products are also subject to sector risk and nondiversification risk, which generally will result in greater price fluctuations than the overall market. Diversification does not eliminate risk. An investor should consider investment objectives, risks, charges and expenses carefully before investing. To obtain a prospectus, which contains this and other information, call 1-866-SECTOR-ETF (732-8673) or visit www.sectorspdrs.com. Read the prospectus carefully before investing. ALPS Portfolio Solutions Distributor, Inc., a registered broker-dealer, is distributor for the Select Sector SPDR Trust. Media Contact: Company: Select Sector SPDRs Contact: Dan Dolan* Address: 1290 Broadway, Suite 1000, Denver, CO 80203 Country: United States Email: dan.dolan@sectorspdrs.com Website: https://www.sectorspdrs.com/ *Dan Dolan is a Registered Representative of ALPS Portfolio Solutions Distributor, Inc. ALPS Portfolio Solutions Distributor, Inc., a registered broker-dealer, is the distributor for the Select Sector SPDR Trust. SEL007597 EXP 8/31/24 Contact Details Dan Dolan +1 203-935-8103 dan.dolan@sectorspdrs.com Company Website https://www.sectorspdrs.com/

June 24, 2024 05:00 AM Eastern Daylight Time

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Comcast Partners with Legendary Mexican Rock Band EL TRI to Provide Sign Language Interpretation for the First Time at Upcoming Music in the Park Concert

Comcast California

Comcast has partnered with legendary Mexican rock band, EL TRI to provide sign language interpretation for their June 22 Music in the Park performance at Plaza de Cesar Chavez in San Jose. This marks the first time that EL TRI, whose lyrics are in Spanish, will perform with sign language interpreters to provide greater accessibility to deaf and hard-of-hearing, fans. Comcast recently announced the availability of live American Sign Language (ASL) interpreting services at eight Bay Area Xfinity Store locations. Customers who need ASL support can visit any of the eight Bay Area Xfinity Stores, where representatives will utilize ASL Video Remote Interpreting (VRI) to access a live interpreter provided by partner, Communication Service for the Deaf (CSD). EL TRI, one of Latin America's most iconic rock bands, will perform as part of San Jose’s popular Music in the Park summer concert series. The addition of ASL interpreters underscores Comcast’s dedication to accessibility and community engagement. "We are thrilled to be part of this wonderful initiative," said Alex Lora, lead singer of EL TRI. "Music is a universal language, and it’s important that everyone, regardless of their hearing ability, can share in the experience and energy of our live performances. We can’t wait to rock out with all our fans in San Jose!" In addition to the interpreting services at the concert and in its stores, Comcast recently announced $60,000 in grants to three community partners: San Francisco LightHouse for the Blind and Visually Impaired, California School for the Deaf and the World Institute on Disability. These grants aim to broaden the scope of digital inclusion and accessibility to deaf and hard-of-hearing students, families, seniors, and community members. The American Community Survey (ACS) estimates that 3.6% of the U.S. population is “deaf or have serious difficulty hearing.” Additionally, according to Pew Research Center, 23% of people with disabilities say they never go online, with 57% saying they do not have a home broadband connection. That’s why, through its Project UP initiative, Comcast is working to address and eliminate the unique barriers to connectivity through a series of efforts, including Internet Essentials, Lift Zones, and skill development and training. Continuing Comcast’s ongoing commitment to diversity, equity, inclusion and accessibility, this event, in collaboration with Pro Bono ASL, aims to make the EL TRI concert more inclusive for the deaf and the hard-of-hearing. “This historical event is meaningful because these interpreters are trilingual. They know Spanish, English and American Sign Language which is creating inclusivity within the Latino deaf community which often tends to be left behind,” said Rorri Burton, Founder and Director of Pro Bono ASL, an organization that specializes in bringing immigrant, first-gen, transracial adoptees, queer, multilingual and multicultural ASL interpreters to concerts, festivals and events across the U.S. “We are grateful to Comcast for demonstrating inclusivity and commitment to the Latino deaf community.” In addition to interpreting the iconic lyrics of EL TRI to fans at the concert, interpreters from Pro Bono ASL will translate the announcers of the traditional Lucha Libre matches that Music in the Park will offer as entertainment to attendees before the concert. The matches will feature local wrestlers such as "El Gladiador del aire” El Viento and "Rey de las pesadillas” El Cucuy. Music in the Park details: • Date: Saturday, June 22, 2024 • Time: Doors open at 4:00 PM • Location: Plaza de Cesar Chavez, San Jose, CA • Special Feature: ASL interpretation provided by Pro Bono ASL, sponsored by Comcast About Pro Bono ASL Pro Bono ASL prioritizes ASL access via culturally qualified interpreters. We work with Deaf, hearing and Deaf-parented sign language interpreters; those who are immigrant, first-gen, transracial adoptees, queer, multilingual and multicultural. Representation is vital, and so are the nuances of culture that impact language. Pro Bono treasures the unique intersectionalities that make our interpreters the perfect fit for the spectrum of members in the Deaf community. As our name, "pro bono" indicates, we work "for the good" of the community. About Comcast’s Accessibility Program For more than a decade, Comcast has invested in making its products, technology, and experiences accessible to the widest possible audience while opening new doors to independence for people with disabilities. These innovations include the Large Button Voice Remote, voted USA Today’s Best Accessible Design remote in 2023, and the Xfinity Adaptive Web Remote. To learn more about Comcast’s groundbreaking accessibility work, visit corporate.comcast.com/accessibility. About Comcast Corporation Comcast Corporation (Nasdaq: CMCSA) is a global media and technology company that connects people to moments that matter. We are principally focused on connectivity, aggregation, and streaming with 57 million customer relationships across the United States and Europe. We deliver broadband, wireless, and video through our Xfinity, Comcast Business, and Sky brands; create, distribute, and stream leading entertainment, sports, and news through Universal Filmed Entertainment Group, Universal Studio Group, Sky Studios, the NBC and Telemundo broadcast networks, multiple cable networks, Peacock, NBCUniversal News Group, NBC Sports, Sky News, and Sky Sports; and provide memorable experiences at Universal Parks and Resorts in the United States and Asia. Visit www.comcastcorporation.com for more information. Contact Details Adriana Arvizo +1 925-200-1919 Adriana_Arvizo@comcast.com Company Website https://california.comcast.com/

June 20, 2024 09:00 AM Pacific Daylight Time

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FuelRod Launches Free Battery Swaps at Austin-Bergstrom International Airport

Fuel Rod

FuelRod, a leading provider of portable power solutions, today announced an exclusive promotion sponsored by Austin-Bergstrom International Airport (AUS). This groundbreaking initiative, which runs through November 30, allows travelers at AUS to swap their depleted FuelRod chargers for fresh ones at no cost. This marks the first promotion of its kind at any airport, highlighting FuelRod’s commitment to ensuring travelers have reliable access to power and a stress-free travel experience. Travelers passing through AUS can now enjoy the convenience of swapping their depleted FuelRods for fully charged ones up to 10 times per month, free of charge. This hassle-free process can be completed at any of the several FuelRod kiosks throughout the airport by simply selecting the “swap” button, entering a phone number, and exchanging the used rod for a fresh one. Phone numbers are collected to track the 10-use limit. For travelers who prefer not to provide a phone number, the standard swap fee of $1 applies. Austin-Bergstrom International Airport is the first airport to offer such a promotion, setting a new standard for passenger comfort and convenience. This collaboration with FuelRod reflects a shared commitment to keeping travelers charged and connected by ensuring a reliable portable power source for their devices. FuelRod aims for this promotion to inspire similar initiatives nationwide, bringing sustainable charging solutions to travelers across the country. “We are extremely proud of our partnership with Austin-Bergstrom International Airport and their support of our vision for easily accessible, eco-friendly charging for travelers on the go,” said Joe Yeagley, FuelRod Co-founder. “AUS, as the first airport to sponsor the FuelRod “Swap” service, exemplifies Texas hospitality and demonstrates their commitment to providing an elevated experience for their passengers.” About FuelRod FuelRod is a California-based company specializing in portable power solutions. The developer of the FuelRod kit, the first reusable, portable charging system, FuelRod allows you to charge your mobile device on the go and then recharge or swap it for a fresh one. With a growing network of kiosks nationwide, FuelRod ensures your devices stay powered virtually wherever you go. Learn more at fuel-rod.com. Contact Details Razor Sharp PR Ray Young +1 512-694-6097 ray@razorsharppr.com Company Website https://www.fuel-rod.com/

June 20, 2024 09:00 AM Central Daylight Time

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Yandex develops and open-sources an LLM training tool that saves up to 20% of GPU resources

Yandex

Yandex introduces YaFSDP, a method for faster and more efficient large language model (LLM) training. Potentially saving users hundreds of thousands of dollars per month. Available free. Yandex, a global tech company, recently introduced YaFSDP, an open-source method for training large language models (LLMs). YaFSDP is currently the most effective publicly available tool for enhancing GPU communication and reducing memory usage in LLM training, offering a speedup of up to 26% compared to FSDP, depending on the architecture and number of parameters. Reducing the training time for LLMs through the use of YaFSDP can result in savings of up to 20% in GPU resources. “Currently, we're actively experimenting with various model architectures and parameter sizes to expand YaFSDP’s versatility,” noted Mikhail Khruschev, a senior developer at Yandex and part of the team behind YaFSDP. “We are thrilled to share our developments in LLM training with the global ML community, contributing to increased accessibility and efficiency for researchers and developers worldwide.” The case for YaFSDP LLM training is a time-consuming and resource-intensive process. Machine learning engineers and companies that develop their own LLMs invest significant time and GPU resources — which equals money — in training these models. The larger the model, the greater the time and expenses associated with its training. Yandex’s YaFSDP works by eliminating GPU communication inefficiencies, ensuring that training requires only necessary processor memory and making GPU interactions uninterrupted. YaFSDP optimizes learning speed and performance, enabling AI developers worldwide to use less computing power and GPU resources when training their models. For instance, in a pre-training scenario involving a model with 70 billion parameters, using YaFSDP can save the resources of approximately 150 GPUs, which translates to roughly $0.5 to $1.5 million (depending on the virtual GPU provider or platform) in potential monthly savings. YaFSDP’s training efficiency YaFSDP, an enhanced version of FSDP, outperforms the FSDP method in the most communication-heavy stages of LLM training like pre-training, alignment, and fine-tuning. The final speedup shown by YaFSDP on Llama 2 and Llama 3 demonstrates significant improvements in training speed, reaching 21% and 26% on Llama 2 70B and Llama 3 70B respectively. “YaFSDP has shown impressive results on models ranging from 13 to 70 billion parameters, with particularly strong performance in the 30 to 70 billion range,” said Mikhail Khruschev. “Currently, YaFSDP is best suited for widely-used open-source models based on the LLaMA architecture.” YaFSDP isn’t Yandex’s first open-source tool. The company has previously shared several other tools that have become popular with the ML community, including: CatBoost, a high-performance library for gradient boosting on decision trees. YTsaurus, a big data platform for distributed storage and processing. AQLM, one of the most advanced quantization algorithms for extreme compression of large language models, developed jointly by Yandex Research, HSE University, IST Austria, and NeuralMagic. Petals, a library designed to simplify the process of training and fine-tuning LLMs, developed in a collaboration involving Yandex Research, HSE University, University of Washington, Hugging Face, ENS Paris-Saclay, and Yandex School of Data Analysis. Accessing YaFSDP YaFSDP is freely available on Github. – – – – – For Reference During large language model (LLM) training, developers have to efficiently manage three primary resources: computing power, processor memory, and processor communications. YaFSDP conserves the first two, which helps to accelerate the LLM training process. LLM training relies on numerous GPUs organized into clusters — arrays of interconnected graphics processors that can perform the vast number of calculations necessary to train models with billions of parameters. Distributing computations among processors within a cluster requires constant communication, which often becomes a "bottleneck", slowing the training process and resulting in inefficient use of computing power. To overcome this bottleneck, Yandex developers created YaFSDP, a method that improves GPU communication and optimizes learning speed and performance. When combined with Yandex’s other performance-enhancing solutions, the method accelerated the training process by up to 45% for some of its models. YaFSDP works by eliminating GPU communication inefficiencies, which leads to optimized network usage and reduced memory load. It ensures that training requires only necessary processor memory and makes GPU interactions uninterrupted, facilitating further optimizations like minimizing processor communication time. This leads to a significant enhancement in both performance and memory efficiency. The YaFSDP method can be used effectively in transformer-based text generative models with multiple layers (multilayer perceptrons), mostly represented by LLaMA-like models. In a pre-training scenario involving a model with 70 billion parameters, using YaFSDP can save the resources of approximately 150 GPUs. When compared to FSDP, the final speedup shown by YaFSDP on Llama 2 and Llama 3 demonstrates significant improvements in training efficiency. About Yandex Yandex is a global technology company that builds intelligent products and services powered by machine learning. The company’s goal is to help consumers and businesses better navigate the online and offline world. Since 1997, Yandex has been delivering world-class, locally relevant search and information services and has also developed market-leading on-demand transportation services, navigation products, and other mobile applications for millions of consumers across the globe. Contact Details NettResults Media Team media@nettresults.com

June 12, 2024 08:55 AM Eastern Daylight Time

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