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Towards Data Science
2w
309
The Art of Noise
- In the article 'The Art of Noise', the author discusses the diffusion model in deep learning for image generation.
- The diffusion model works by generating images from noise and consists of two main steps: forward diffusion and backward diffusion.
- The forward diffusion process involves adding noise iteratively to an image until it becomes unrecognizable, while the backward diffusion process aims to remove noise and reconstruct the original image.
- The article covers the implementation of a NoiseScheduler class for controlling noise levels, training a U-Net model on the MNIST Handwritten Digit dataset, and performing forward and backward diffusion for image generation and denoising.
- The training process involves optimizing the model to predict noise in images, and the inference phase generates denoised images by removing noise using the backward diffusion process.
- The author provides visualizations of the generated images and the effects of backward diffusion at different timestep intervals.
- The article concludes by discussing potential applications of diffusion models, parameter tweaking for better results, and further explorations using more complex datasets or architectures.
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17 Likes
Medium
2w
403
Image Credit: Medium
Capacity and Constraint: Balancing Software and Hardware Development
- Software isn’t about abundance, it's about managing constraints.
- Software is a living, evolving relationship in connected products.
- The most strategic constraint in software development is builder bandwidth.
- Companies need to prioritize strategic clarity and focus to succeed in software development.
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24 Likes
Medium
2w
164
Image Credit: Medium
Vibe Coding: The Double-Edged Sword of AI-Driven Development
- AI-driven coding tools have made the creation of new digital products accessible to a broader audience.
- Vibe coding, using intuitive prompts, is democratizing the process of building digital products.
- While it brings opportunities for creativity, vibe coding also raises concerns for security and handling sensitive data.
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9 Likes
Hackaday
2w
52
Image Credit: Hackaday
One Book to Boot Them All
- The Little Book About OS Development is a comprehensive guide for hackers, tinkerers, and developers to demystify kernel programming.
- The book provides step-by-step instructions on setting up the environment, bootstrapping the OS, handling interrupts, implementing virtual memory, and more.
- It offers completeness and structure, documenting the entire process of OS development while addressing common pitfalls.
- The book can be read online or downloaded as a 75-page PDF, allowing readers to explore and figure things out themselves.
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3 Likes
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Engadget
2w
221
Image Credit: Engadget
What will happen to TikTok? A look at the potential buyers.
- TikTok's future in the US remains uncertain despite being back online after a temporary ban delay by President Trump.
- ByteDance, once resistant to selling TikTok's US business, is now open to deals to keep TikTok operational in the US.
- Several potential buyers, including Oracle, Microsoft, Perplexity AI, and Project Liberty, have shown interest in TikTok.
- Oracle might take control of TikTok's global operations, while Microsoft has also expressed interest in TikTok's future.
- Perplexity AI proposed a detailed plan to rebuild TikTok's core recommendation algorithm and integrate new features.
- Project Liberty, led by Frank McCourt and involving investors like Alexis Ohanian, aims to acquire TikTok's assets.
- Youtuber MrBeast and Amazon have also shown interest in buying TikTok, with potential bids in the works.
- AppLovin and OnlyFans CEO Tim Stokely have made last-minute offers to buy TikTok as the deadline for a deal approaches.
- TikTok's fate remains uncertain as potential buyers submit bids and await decisions from ByteDance and Chinese officials.
- The deadline for a deal is set for April 5, with the possibility of extensions if an agreement is not reached by then.
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13 Likes
Pymnts
2w
78
Image Credit: Pymnts
Fidelity Launches IRA That Allows Direct Investments in Crypto
- Fidelity Investments launches new IRA plan that allows investors to directly invest in crypto, including bitcoin, ether and litecoin.
- The Fidelity Crypto IRA fulfills clients' demands for a tax-advantaged way to trade and hold crypto.
- The IRA plan offers Roth, traditional, and rollover IRAs with no fees for account opening or maintenance.
- Fidelity published a report stating that governments and central banks will be among the next significant investors in bitcoin.
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4 Likes
Medium
2w
351
Image Credit: Medium
Multiplier Live now for MATH, act now to earn 5x rewards
- Staking MATH entails locking up MATH for a period to earn rewards and secure the blockchain.
- Validators or stakers process transactions and add blocks to the MATH blockchain, earning rewards in ether.
- Staking is vital for MATH's transition to a PoS consensus mechanism, enhancing network security and efficiency.
- It provides passive income opportunities, network security, and energy efficiency benefits over mining.
- Risks include liquidity constraints, slashing penalties, market volatility, and technical vulnerabilities.
- Staking options include solo staking, staking pools, and staking-as-a-service providers.
- Choose a staking platform based on security, reputation, fees, ease of use, and customer support.
- Hord by DcentraLab is a reputable staking provider offering high APRs and DeFi integrations.
- Stake MATH via a crypto wallet with varying minimum deposit requirements for solo staking and staking pools.
- Consider the risks such as liquidity, slashing, market volatility, technical vulnerabilities, and security before staking.
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21 Likes
TheNewsCrypto
2w
169
Image Credit: TheNewsCrypto
COTI Unveils Stay COTI: AI-Powered No-Code Hub to Boost Web3 Innovation
- Stay COTI is a new community hub aimed at expanding the COTI ecosystem and encouraging activity on the network.
- It provides support for individuals, even those without coding knowledge, to create on COTI using AI prompts.
- With artificial intelligence tools, coaching, financing, and more, Stay COTI aids builders in realizing their ideas.
- Participants can access funding through the $50 million ABC Fund and receive marketing assistance.
- Key components include no-code tools, Vibe Coding events, demos, live build sessions, grants, and problem-solving build circles.
- Stay COTI promotes collaboration and interoperability across various blockchain ecosystems.
- It aims to bring a collaborative spirit back to Web3 by facilitating cooperation among developers and communities.
- The initiative launched with a Vibe Coding event in Bangkok, focusing on AI-human creativity collaboration.
- The event served as a platform for novices and professionals to ideate, experiment, and leverage artificial intelligence.
- Participants had the opportunity to win prizes and connect with ecosystem sponsors like Bancor, Band Protocol, and more.
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10 Likes
Medium
2w
334
Image Credit: Medium
OpenAI’s new GPT-4o image generation is an absolute game changer
- OpenAI's new GPT-4o image generation is a game changer
- The new GPT-4o understands images at a deep level
- It can generate images with accurate and precise refining
- GPT-4o has significantly improved in understanding and generating text
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20 Likes
Hackernoon
2w
162
Image Credit: Hackernoon
Rivalz AI Partners With 51nodes To Drive AI-Powered Transformation Across German Industry
- Rivalz AI partners with 51nodes to drive AI-powered transformation across German industry.
- The partnership aims to apply Rivalz's agent systems in real-world industrial settings within German manufacturing, energy, and logistics companies.
- Rivalz AI's infrastructure enables proof-based coordination between intelligent agents, reducing latency and improving visibility across operations.
- The initial implementations will focus on high-impact use cases and establish a model for broader enterprise adoption.
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9 Likes
Hackernoon
2w
277
Image Credit: Hackernoon
DePIN Summit Africa 2025 Announced For July 2nd In Mombasa And July 4-5th In Zanzibar
- DePIN Summit Africa 2025, the premier global event for Decentralized Physical Infrastructure Networks (DePIN), is scheduled for July 2nd in Mombasa, Kenya, and July 4th-5th in Zanzibar, Tanzania.
- The summit aims to bring together industry leaders, innovators, and policymakers to explore the transformative potential of decentralized infrastructure globally.
- The event features a lineup of influential speakers and promises to deliver high-impact keynotes, panel discussions, and networking opportunities, fostering the next wave of innovation in decentralized infrastructure.
- For more information and registration, visit www.depinsummit.xyz.
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16 Likes
Hackernoon
2w
373
Image Credit: Hackernoon
Global Designers Challenge Borders, Identity, And The Limits Of Physical Fashion At MVFW 2025
- Metaverse Fashion Week (MVFW) 2025 in Decentraland showcases digital fashion as a response to changing luxury sales and consumer preferences.
- More than 47 global designers challenge creative boundaries and cultural identities under the theme 'Infinite Identities.'
- Decentraland's newly redesigned desktop client provides an immersive environment for MVFW attendees and creators.
- MVFW 2025 emphasizes digital fashion's role in elevating voices, asking important questions, and sparking cultural change.
- Designers at MVFW blur the line between digital and physical fashion, redefining the classic runway experience.
- Highlighted brands like Cyberdog and Free The Youth showcase futuristic and culturally driven designs in the virtual realm.
- MVFW introduces 'The Banners We Wear' Prize, challenging designers to create digital wearables with powerful messages.
- Interactive designer showrooms at MVFW explore storytelling through innovative use of AI, AR, and cultural narratives.
- Immersive experiences include art installations like 'Entangled Q' and futuristic displays like 'OFF-WORLD Galactic Expansion.'
- Panels at MVFW cover topics such as AI's impact on fashion creativity and wearable tech in gaming environments.
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22 Likes
Gritdaily
2w
85
Image Credit: Gritdaily
Experienced Systems Engineer Shiva Gangaraju Mentors Teams Through Complex Software Transition Projects
- Experienced Systems Engineer Shiva Gangaraju mentors teams through complex software transition projects.
- Shiva Gangaraju developed a “universal translator” method for merging software systems after acquisitions, improving cross-selling opportunities and reducing data redundancy.
- AI, specifically natural language processing (NLP) algorithms, is used by Shiva Gangaraju to analyze and integrate data from various platforms.
- Emphasizing employee adoption and engagement, Shiva Gangaraju focuses on hands-on training and communication to achieve higher adoption rates in software system integration projects.
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4 Likes
Hackernoon
2w
342
Image Credit: Hackernoon
Overtime Launches $OVER Token And full Account Abstraction UX
- Overtime has integrated its parent protocol, Thales, under the Overtime brand, launching a new native token, $OVER.
- The platform has unveiled a new primary domain and implemented full Account Abstraction integration to enhance user experience.
- Overtime, as an onchain sportsbook platform on Ethereum, boasts over $200 million in volumes, supports 100+ sports and leagues, with 50,000 active users and 10,000+ unique betting markets.
- Overtime operates a fully decentralized, permissionless sportsbook platform, offering barrier-free access without restrictive betting limits or bans.
- The platform introduced Overtime Accounts, utilizing Particle Network and Biconomy's SDK for seamless wallet creation and smart-account functions.
- The launch of $OVER token includes burning 30.58M THALES tokens, aligning with sustainable tokenomics focusing on $OVER' growth and utility.
- $OVER serves as collateral, offers improved odds, has a buyback & burn mechanism, and grants governance rights within Overtime's decentralized governance structure.
- The $OVER token, built using Chainlink’s CCT, will be live and liquid on Optimism, Arbitrum, and Base through decentralized exchanges like Uniswap.
- Overtime's innovative features include onchain advanced betting options, live betting, permissionless liquidity pools, and onchain Free Bets infrastructure.
- Overtime is an onchain sportsbook revolution, offering fair, transparent, and globally accessible betting experiences without user restrictions.
- Users can participate in campaigns, airdrops, and receive incentives within Overtime, further engaging with the platform's decentralized and incentivized ecosystem.
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20 Likes
Tech Radar
2w
138
Image Credit: Tech Radar
Tinder’s new ‘Game Game’ is like speed dating a vocal AI
- Tinder has launched an AI-powered feature called 'The Game Game' that allows users to practice flirting with AI personas.
- The feature uses OpenAI's GPT-4o model to generate fictional scenarios and AI conversational partners.
- Users receive real-time feedback and are rated on a three-flame scale to gamify the experience.
- Although the AI isn't perfect, the feature provides a simulation to practice conversational skills for real-life interactions.
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8 Likes
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