RT Avi Chawla (@_avichawla)First Principles Approach to MLOps!MadeWithML is the best place to learn how to combine AI/ML with software engineering to build production-grade solutions.These fundamentals are directly applicable to LLMOps as well.100% free and open-source. https://t.co/aqIbBTqIhg ...

Core Insights - AmpliTech Group Inc. is recognized as a promising long-term penny stock with significant upside potential, particularly following its recent strategic partnerships [1] - The company's involvement in ORAN 5G has led to substantial Letters of Intent (LOIs) translating into actual business, including a $78 million LOI that has already produced over $2 million in funded orders [2] - AmpliTech is integrating AI and machine learning into its ORAN 5G and Wi-Fi 6/7 solutions to enhance network optimization, security, and energy efficiency [3] Company Overview - AmpliTech Group Inc. specializes in designing, engineering, and assembling microwave component-based amplifiers, operating in two segments: Manufacturing & Engineering and Distribution [4] Business Developments - The company has secured a $40 million LOI that has generated more than half of its projected value in funded orders, along with an additional $3 million in orders exceeding the original LOI's expectations [2] - AmpliTech is set to showcase its advanced ORAN 5G technology, including a high-configuration 64T64R MIMO radio tailored for densely populated and military applications [3]

Core Insights - Teradata Corporation (NYSE: TDC) is transitioning from traditional on-premises business to a cloud-based platform powered by AI and machine learning [1] Company Overview - Teradata is an enterprise analytics and data platform provider [1] - The company is focusing on hybrid platforms as part of its transition strategy [1]

LLM Evaluation Tools - DeepEval transforms LLM evaluations into a two-line test suite [1] - DeepEval helps identify the best models, prompts, and architecture for AI workflows, including MCPs (Multi-Choice Preference) [1] - DeepEval is 100% open-source with 11 thousand stars [1] Framework Compatibility - DeepEval works with all frameworks like LlamaIndex, CrewAI, etc [1] Community Engagement - The author encourages readers to reshare the information [1] - The author shares tutorials and insights on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) daily [1]

Market Capitalization - Nvidia's stock price has increased more than tenfold compared to Apple's over the past two years [4] - Investors believe Apple has missed the AI wave, while Apple's Siri remains significantly behind competitors like Xiaomi's Xiao Ai [5][6] Historical Context - Steve Jobs' NeXT and Pixar were founded on advanced hardware designs, with NeXT introducing the NeXTdimension graphics card in 1991, which was ahead of its time [7][8] - NeXT's graphics accelerator utilized a superior Intel i860 processor, marking an early instance of GPGPU technology [9] Company Dynamics - Historical tensions between Apple and Nvidia stem from patent disputes and Nvidia's attempts to dominate Apple's ecosystem [14][15] - Apple has chosen to forgo Nvidia's GPUs to maintain control over its ecosystem, even impacting its automotive ambitions [15][16] Technological Developments - Apple is developing its own data center chips, with plans to utilize a "glue" approach for chip integration, similar to AMD's Chiplet strategy [17][18] - Apple has reportedly rented Google's TPU clusters for training and plans to mass-produce a data center chip designed by Broadcom next year [19] Competitive Landscape - Apple does not require CUDA within its ecosystem, similar to Google's situation [21][22] - The AI battlefield is shifting from cloud computing to user experience, with the competition between Nvidia's development ecosystem and Apple's application ecosystem defining the next decade [28]

RAG技术应用 - 企业正在构建基于超过 100 个数据源的 RAG 系统 [1] - Microsoft 在 M365 产品中提供 RAG 技术 [1] - Google 在 Vertex AI Search 中提供 RAG 技术 [1] - AWS 在 Amazon Q Business 中提供 RAG 技术 [1] 技术趋势 - 行业正在构建基于 MCP 驱动的 RAG 系统，数据源超过 200 个，并且 100% 本地化 [1]

Core Viewpoint - Snap is expected to report its second-quarter 2025 results on August 5, with revenues estimated at $1.34 billion, reflecting an 8.03% increase year-over-year, while earnings are projected to decrease by 50% to 1 cent per share [2][10]. Financial Performance - The Zacks Consensus Estimate indicates that Snap has consistently surpassed earnings expectations in the past four quarters, with an average positive surprise of 18.57% [3]. - The anticipated revenue growth is supported by Snap's Direct Response ad business, which constituted 75% of total ad revenues in the first quarter, alongside strong demand from small and medium-sized businesses (SMBs) [7][10]. Cost and Investment Factors - Snap is likely to experience pressure on profitability due to ongoing investments in its advertising platform and content infrastructure, as well as increased spending on AI and machine learning [4][10]. - Selective hiring in engineering and go-to-market roles to support SMB clients may have further constrained margin expansion, despite a lowered full-year cost guidance by $50 million [5][10]. User Growth and Engagement - Daily active users (DAUs) are projected to rise from 460 million to 468 million, with the Zacks Consensus Estimate for total global DAUs at 467.95 million for the second quarter, driven by growth in emerging markets [8][10]. - Snap's expanding global reach, with monthly active users surpassing 900 million in April, is expected to enhance engagement and contribute to top-line growth [8][10]. Earnings Expectations - Snap currently has an Earnings ESP of -100.00% and a Zacks Rank of 2, indicating a challenging outlook for an earnings beat in the upcoming report [11].

If you’ll be at ICML between 13-19 July, you can register to connect with some of our ML team at the event, and find out more about our work as well as current opportunities at Isomorphic Labs. Make sure you catch @_lychrel and @benrozemberczki’s talk too.If you would like to meet with the team, register your interest here: https://t.co/nJaWaAqyMS#ICML2025 ...

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's build an MCP-powered RAG over videos, step-by-step: ...

Group 1 - The event CVPR 2025 in Nashville will feature multiple informal gatherings and social events for networking among AI/ML professionals [1] - Z Potentials is organizing these gatherings, which will focus on specific topics while maintaining a friendly atmosphere [1][2] - Participants include academic professionals, paper authors, and AI/ML engineers and researchers working in North America [2] Group 2 - The gatherings will cover various themes such as Embodied AI & Robotics, Multimodal & Foundation, and will facilitate discussions ranging from technical trends to industry insights [2] - After the events, there will be opportunities for resource sharing and deep social connections, as well as cross-industry collaboration [2]