That's a wrap!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):How to compress ML models, clearly explained (with code): ...

How to compress ML models, clearly explained (with code): ...

Core Insights - Filo Systems has been selected for NetApp's Excellerator program, which focuses on mentoring B2B deep tech startups, particularly in AI innovation [2][5] - The program will provide Filo with mentorship, technological guidance, and access to NetApp's customer and partner ecosystems, allowing for extensive testing of Filo Spaces™ in real-world environments [2][3] - Filo's mission is to enhance data efficiency by significantly reducing storage and transfer costs while maintaining data integrity, addressing a growing need as data usage and storage increase [3][9] Company Overview - Filo Systems specializes in lossless data compression solutions, aiming to maximize data efficiencies and reduce costs in storage, networking, and data transfer [9] - The company utilizes patented technology that adapts to specific content types using various AI algorithms, enhancing user experience and transmission speeds [9] Industry Context - The NetApp Excellerator program has supported startups that have collectively raised over $600 million in funding, indicating a strong investment interest in AI and data management technologies [5] - The cohort includes companies focused on AI infrastructure, cloud security, data compression, and large language models, highlighting the diverse applications of AI in the tech industry [3][6]

V i e w p o i n t | 10 Jul 2025 03:30:09 ET │ 38 pages Hong Kong Property CITI'S TAKE Buying flow amid national support & China yield compression — National support to HK could be a game-changer: it solidifies HK's positioning as a financial hub, brings people (talent) & money (A-share enterprises listing in HK; connect, etc.), and protects asset prices (sector is 5.8% of HSI weighting). As new investors tend to be price-setters, we expect high-yield & index stocks to benefit from buying flows in 2H after a ...

Cruise Tourism Industry Growth & Trends - Global travel reached 14 billion (140 亿) people last year, approximately equivalent to China's population [1] - Cruise tourism is a niche market but is rapidly expanding [1] - In 1980, cruise passengers were 14 million (140 万); by 2006, they reached 15 million (1500 万); in 2011, 20 million (2000 万); and last year, 30 million (3000 万) [1] - Cruise ship capacity has increased from 400 to over 5,000 people plus crew [1] - Cruise durations have decreased to 5-7 days, turning ships into "floating cities" [1] Impact on Local Communities - Research indicates that 40% of cruise tourists surveyed spent nothing in the local community [1] - The remaining 60% spent around €10-€20 on small items [1] - Limited time in port leads to rushed experiences and missed opportunities to engage with local culture and products [1] Recommendations for Sustainable Tourism - Reduce the number of mega-ships arriving in destinations [3] - Increase compassion for local communities [3] - Establish a quota and fund for the community [3] - Involve diverse stakeholders, including women, in tourism planning [3]

Key Takeaways Shell and partners launch subsea compression at Ormen Lange, raising gas recovery from 75% to 85%. The upgrade could add 30-50 BCM of gas, enhancing exports to the UK and EU amid high demand. SHEL leads this innovation to extend field life, ensure safety and support Europe's energy independence. Shell plc (SHEL) , a London-based integrated oil and gas company, and its consortium partners, including Equinor ASA (EQNR) , have made a breakthrough in natural gas production at the Ormen Lange fie ...

Core Insights - Beamr Imaging Ltd. is launching a high-performance video compression solution for autonomous vehicles at NVIDIA GTC Paris, which can reduce video storage by up to 50% without compromising quality [1][3] Group 1: Technology and Innovation - Beamr's proprietary technology addresses the challenge of managing large volumes of video data generated by autonomous vehicles, which can produce terabytes of data daily and require tens to hundreds of petabytes for model training [2] - The Content-Adaptive Bitrate (CABR) technology, built on NVIDIA accelerated computing, achieves significant compression while preserving essential visual features for training autonomous driving models [3][5] - Beamr's technology has been validated through benchmark testing, demonstrating high detection accuracy and minimal impact on machine learning performance while enabling substantial cost savings [5] Group 2: Market Context and Demand - The autonomous vehicle industry faces increasing pressure from rising video storage demands and infrastructure costs, making efficient video management critical [5] - The need for both real-world and synthetic video data is essential for training models that can handle a wide range of driving scenarios, including rare edge cases [4] Group 3: Company Background and Positioning - Beamr is recognized as a leader in content-adaptive video compression, with a strong client base that includes major media companies like Netflix and Paramount [6] - The company holds 53 patents for its perceptual optimization technology and has received an Emmy® Award for Technology and Engineering, underscoring its innovation and industry impact [6]

InterDigital (IDCC) FY Conference Summary Company Overview - InterDigital is a technology company founded in 1972, specializing in foundational research in wireless, video, and artificial intelligence [6][7] - The company has built a large and evergreen patent portfolio, licensing it to major vendors in the industry [7][8] - InterDigital employs around 500 people across 14 sites in 7 countries, focusing on hiring top talent from leading universities [11][12] Business Model and Strategy - The business model is centered on foundational technology, investing in research to stay ahead of the curve by 5 to 10 years [10][11] - The company participates in standard development, which drives value creation and technology dissemination [14][21] - InterDigital has a high concentration of inventors, with over 90% of employees being scientists and engineers [13] Financial Performance - The company has signed over 40 agreements with an economic value exceeding $3.7 billion in the last four years [33] - Revenue growth has been approximately 20-25% CAGR over the past four years, with adjusted EBITDA margins increasing [35][36] - The company has increased its dividend by 50% in the last twelve months and reduced share outstanding by 45% since 2011 [36] Market Opportunities - The mobile ecosystem has an economic impact of approximately $5.7 trillion, making it the third-largest GDP if considered a separate country [38] - InterDigital's core markets include smartphones, consumer electronics, and IoT, with a significant opportunity identified in cloud-based streaming video [39][40] - The smartphone market is expected to grow from over $400 million to $500 million in recurring revenue [42] Patent Portfolio - The patent portfolio has nearly doubled from 2017 to 2025, with a focus on wireless communication technology [29] - InterDigital's patent quality is ranked number one in 5G, top five in video, and top ten in WiFi [31] Capital Allocation - The company maintains a strong balance sheet and invests 50% of recurring revenue back into R&D [54] - InterDigital is optimistic about future M&A opportunities, having previously acquired Technicolor's patent assets [55] Licensing Agreements - 94% of revenue in 2024 is expected to come from fixed fee agreements, minimizing exposure to volume fluctuations [64] - The largest contract with Apple is a seven-year deal signed in 2022, providing stable revenue [66] Litigation and Customer Relations - InterDigital rarely resorts to litigation, focusing on bilateral negotiations for licensing agreements [71][73] - The company emphasizes fairness in licensing, ensuring that all competitors pay their fair share for using its technology [72][74] Long-Term Growth Strategy - The company aims to grow recurring revenue at 14% year-over-year, targeting over $600 million in adjusted EBITDA by 2030 [57] - Investments will continue in next-generation technologies, including 6G and advanced AI [57] Conclusion - InterDigital is positioned for significant growth with a strong patent portfolio, innovative technology, and a clear strategy for expanding into new markets [58]

Eagle Point Income Company (EIC) Q1 2025 Earnings Call May 28, 2025 11:30 AM ET Company Participants Darren Daugherty - Managing DirectorThomas Majewski - Founder, Managing Partner, CEO & ChairmanDaniel Ko - Senior Principal and Portfolio ManagerLena Umnova - Principal and Chief Accounting OfficerRandy Binner - Managing DirectorSteven Bavaria - Editor/Publisher Operator Greetings, and welcome to the Eagle Point Income Company First Quarter twenty twenty five Financial Results Call. At this time, all partici ...

Eagle Point Credit Company (ECC) Q1 2025 Earnings Call May 28, 2025 10:00 AM ET Company Participants Darren Daugherty - Managing DirectorThomas Majewski - Founder, Managing Partner, CEO & DirectorKenneth Onorio - CFO & COOMickey Schleien - MD - Equity ResearchRandy Binner - Managing DirectorErik Zwick - Managing Director, Equity ResearchSteven Bavaria - Editor/Publisher Operator Greetings, and welcome to Eagle Point Credit Company Incorporated First Quarter twenty twenty five Financial Results Conference Ca ...