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Medium
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Succinct Stage 2: From Learning Zero-Knowledge to Powering It
- Succinct introduces Stage 2, 'Prove with Us,' a major leap in decentralizing the proving layer of the blockchain.
- Stage 2 shifts community focus from learning to active participation by running prover nodes in the Succinct Prover Network.
- The initiative aims to build a scalable, secure, and verifiable blockchain future by involving the community in generating and verifying zero-knowledge proofs.
- Individuals can get involved by visiting the Succinct Blog, joining Discord, or following @SuccinctLabs for updates, enabling them to contribute to the world's first community-operated proving network.
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Towards Data Science
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Google’s AlphaEvolve Is Evolving New Algorithms — And It Could Be a Game Changer
- Google's AlphaEvolve is a system that generates and evolves code, allowing it to discover new algorithms and revolutionize coding and algorithm design, powered by Google's Gemini models.
- AlphaEvolve functions like natural selection for software using Genetic Algorithms, refining code iteratively through intelligent prompting, creative mutation, survival of the fittest, breeding of top programs, and repetition.
- Building on previous attempts like AlphaCode and FunSearch, AlphaEvolve utilizes Gemini's capabilities to tackle entire codebases and has diverse applications in optimizing efficiency and designing AI chips.
- AlphaEvolve demonstrated results like optimizing Google's data centers, designing better AI chips, accelerating AI training, and rediscovering human solutions in mathematics problems.
- One significant implication of tools like AlphaEvolve is the potential for AI to self-improve and accelerate progress towards more powerful artificial intelligence models.
- AlphaEvolve could represent a paradigm shift in various fields by becoming a creative partner in discovery and innovation, moving towards AI that creates code entirely and aids in solving complex problems.
- The future holds possibilities where AI evolves and discovers optimal solutions, leading to unexpected advancements, and the next few years are anticipated to be transformative in the field of AI.
- References and related reads are available on DeepMind's blog post and white paper on AlphaEvolve, showcasing its potential in computational chemistry, biology, data analysis, and plotting through natural language requests.
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Idownloadblog
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Epic Games pulls and re-submits Fortnite app submission to iOS App Store as Apple stalls
- Epic Games resubmitted Fortnite to Apple's App Store following a judge's ruling against Apple's commission fees on in-app purchases.
- The re-submission was done under a Swedish developer account due to Epic Games' US account ban.
- A new Fortnite update with new content requires an app update, leading Epic Games to pull and re-submit the app to Apple.
- Apple has neither accepted nor rejected the re-submitted Fortnite app yet, leaving the outcome uncertain for iOS users.
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Towards Data Science
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Understanding Random Forest using Python (scikit-learn)
- Decision trees are a popular supervised learning algorithm, but are prone to overfitting, leading people to use ensemble models like Random Forests.
- Bagging involves creating multiple training sets from the original dataset by bootstrapping and aggregating multiple decision trees.
- Random Forests differ by randomly selecting features at each decision node, reducing overfitting and improving generalization.
- Random Forests utilize sampling with replacement for bootstrapped datasets and sampling without replacement for feature selection.
- Out-of-Bag (OOB) evaluation allows estimating generalization error by excluding some training data from each tree.
- Training a Random Forest includes creating a baseline model, tuning hyperparameters with Grid Search, and evaluating the final model.
- Feature importance in Random Forests can be calculated using Mean Decrease in Impurity or Permutation Importance methods.
- Visualizing individual decision trees in a Random Forest can illustrate how differently each tree splits the data.
- Random Forests remain popular for tabular data analysis due to their simplicity, interpretability, and parallelizability.
- The tutorial covers bagging, Random Forest differences, training, tuning, feature importance, and visualization using Python with scikit-learn.
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Towards Data Science
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How to Learn the Math Needed for Machine Learning
- To work in machine learning, strong math skills are generally required, with the extent depending on the specific role.
- Research-based roles like Research Engineer or Research Scientist demand solid math proficiency.
- Large corporations conducting AI research require math skills equivalent to a bachelor's or higher degree in relevant subjects.
- For industry roles like machine learning engineers, high school math knowledge suffices, with some areas like reinforcement learning needing more focus.
- Key math areas for machine learning include Statistics, Calculus, and Linear Algebra.
- In Statistics, topics like Descriptive Statistics, Probability Distributions, and Hypothesis Testing are crucial.
- Calculus is essential for understanding gradient descent in machine learning algorithms.
- Linear Algebra is widely used in machine learning, especially in deep learning models.
- Recommended resources for learning math for machine learning include textbooks and online courses.
- Effective learning strategies include breaking down topics, active learning through note-taking, and reviewing concepts regularly.
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Medium
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The Prodigal Return: How Product Management Reclaimed Agile’s Lost Soul
- The Agile Manifesto, created over two decades ago, emphasized individuals, collaboration, working software, and adaptability as core values.
- Despite the initial principles, the tech industry lost focus along the way, with many viewing Product Management as a necessary evolution to address Agile's limitations.
- However, Product Management is not just a successor to Agile but a spiritual homecoming, bringing back values like empathy and purpose that Agile originally stood for.
- Drawing parallels to the biblical parable of the prodigal son, the return to a more human-centric approach in Product Management symbolizes a redemption from the pursuit of speed and certainty over wisdom.
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Knowridge
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Scientists discover onion-like nanoparticles in aircraft exhaust
- Researchers discovered onion-like nanoparticles in aircraft exhaust during emission tests at Zurich Airport in Switzerland.
- The nanoparticles were identified through high-resolution transmission electron microscopy and were found to have unique structures.
- These onion-like particles, along with amorphous and trace amorphous particles, were volatile and likely originated from the aircraft's lubrication oil.
- The discovery raises questions about their impact on atmospheric chemistry, human health, and calls for further studies to understand their effects on climate and health.
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Engadget
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TikTok will try to force teens to meditate after 10PM
- TikTok introduced an in-app meditation feature for teens to 'wind down' after 10PM, now made official for all users.
- Teens will encounter a full-screen 'guided meditation exercise' when scrolling after 10PM, with an option to ignore but face a harder to dismiss prompt.
- Previous tests of 'Sleep Hours' showed 98 percent of teens chose to keep the late-night meditation settings on.
- TikTok has improved safety features like parental controls amidst ongoing scrutiny, with its fate in the US still uncertain.
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Dev
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Building High-Performance Smart Contracts on Solana: A Technical Guide for Developers
- Solana offers high speed and throughput for building smart contracts, requiring developers to adapt their approach.
- An overview of Solana's unique account-based and parallelizable execution model, emphasizing the importance of avoiding account contention.
- Key tools like Rust, Anchor framework, and Solana CLI/Test Validator are essential for writing efficient smart contracts on Solana.
- Performance tips include minimizing CPI calls, managing compute units wisely, optimizing account reads/writes, pre-allocating accounts, and using Borsh efficiently.
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Tech Radar
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A compact biodegradable battery with fungal paper electrodes is what researchers at this university are dreaming of
- Researchers from Empa are exploring the potential of fungal mycelium to create a compact, biodegradable battery with 'fungal paper' electrodes.
- They aim to develop a system that decomposes without releasing harmful waste by using the natural properties of mycelium from the split-gill mushroom.
- The use of living materials like mycelium presents challenges such as degradation and unpredictability in electronic devices.
- While the concept of biodegradable batteries is promising for sustainable electronics, refining the material to meet modern performance standards remains a significant challenge.
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Tech Radar
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She let ChatGPT read her coffee grounds – then filed for divorce
- A Greek couple used ChatGPT as a fortune-teller, which claimed the husband was cheating with a woman whose name starts with 'E'.
- The wife is now filing for divorce based on the AI's tasseography response.
- The couple asked ChatGPT to interpret coffee grounds, a practice known as tasseography, to determine the husband's infidelity.
- The use of AI in fortune-telling raises cultural and ethical questions regarding the accuracy and impact of such predictions.
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Hackernoon
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NEXPACE Launches MapleStory N And NXPC Token, Charting a New Chapter For MapleStory Universe
- MapleStory Universe, powered by the NXPC token, launches MapleStory N, a blockchain-powered MMORPG, on seven major exchanges.
- MapleStory N combines original 2D visuals and gameplay with blockchain features like NFTs and on-chain item mechanics, allowing players to earn, craft, and trade assets with real-world value.
- The NXPC token revolutionizes MapleStory's in-game economy by enabling true asset ownership, player-driven markets, and a contributor reward system.
- NEXPACE's CEO emphasizes that MSU and NXPC introduce a player-centered digital economy, reshaping gaming experiences by giving real ownership to players and rewarding creativity and engagement.
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TheNewsCrypto
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The Alice Collective Enters Web3 Nostalgia Realm Through Persona Journey Partnership to Extend My Neighbor Alice
- The Alice Collective has announced a partnership with Persona Journey to introduce Alice to the world of Persona, which combines web3 technology with retro elements.
- The partnership aims to leverage Persona's engaged community and innovative approach to expand the My Neighbor Alice world.
- Persona Journey repackages vintage technology like cassette tapes and Polaroids using web3 and AI, bringing a new dimension to Alice's world.
- Future plans include themed events, gaming evenings, a Prismatic Collection, and integrating persona-based activities into Rewards Boards within My Neighbor Alice.
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Hackernoon
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GSR Invests In Maverix Securities To Support The Launch Of Regulated Digital Asset Products
- GSR, a leading crypto investment firm, has invested in Maverix Securities, a Swiss-based company focusing on structured investment solutions.
- The partnership aims to develop new digital asset products for institutional and professional investors bridging traditional finance with the digital asset ecosystem.
- GSR will assist Maverix in launching structured products linked to digital assets and developing exchange-traded products tied to cryptocurrencies.
- The collaboration will offer a range of institutional-grade products to meet the needs of investors seeking compliant exposure to digital assets.
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Hackernoon
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325
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Sportsbet.io Launches 1 Million USDT Giveaway To Mark Champions League Finale
- Sportsbet.io has launched a giveaway offering users the chance to win 1 million USDT to mark the UEFA Champions League finals.
- Participants need to pay a 1 USDT entry fee and answer a set of twenty football-related questions correctly to be eligible for the prize.
- Alongside the main challenge, Sportsbet.io is also running a Cup Finals Leaderboard and a campaign rewarding users placing qualifying multi-leg bets with a combined prize pool of 20,000 USDT.
- These initiatives aim to engage football fans in a skill-based challenge and provide opportunities for interactive participation during the UEFA Champions League season.
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