Soft stacking is a technique in machine learning that is used to combine predictions from several different models to improve overall accuracy and performance. In soft stacking, predictions from each model are used as input for another model called a "meta-model" or "stacking model."
The goals of soft stacking are to:
1. *Increase accuracy*: By combining predictions from several models, soft stacking can improve overall accuracy. 2. *Reduce overfitting*: Soft stacking can help reduce overfitting by combining predictions from different models. 3. *Increase robustness*: Soft stacking can make the model more robust to changes in data or different conditions.
Soft stacking is often used in machine learning competitions and has been proven effective in improving model performance. Would you like to know more about soft stacking or other machine learning techniques? #SoftStalking
Soft stacking is a technique in machine learning used to combine predictions from several different models to improve overall accuracy and performance. In soft stacking, the predictions from each model are used as input for another model called a "meta-model" or "stacking model".
The goals of soft stacking are to:
1. *Increase accuracy*: By combining predictions from several models, soft stacking can enhance overall accuracy. 2. *Reduce overfitting*: Soft stacking can help reduce overfitting by merging predictions from different models. 3. *Enhance robustness*: Soft stacking can make models more robust to changes in data or different conditions.
Soft stacking is often used in machine learning competitions and has proven effective in improving model performance. Would you like to know more about soft stacking or other machine learning techniques?
[26/07, 12:09 am] Meta AI: Chainbase is a decentralized data infrastructure platform designed for Web3 applications, providing a unified solution for blockchain data access and processing. It aggregates data from over 200 blockchains, including Ethereum, Bitcoin, and Solana, and delivers it through a user-friendly dashboard and API interface.
*Key Features:*
- *Unified Data Access*: Chainbase supports multiple blockchains, enabling developers to access and interact with blockchain data seamlessly. - *Real-Time Data Streams*: The platform provides live data pipelines for instant tracking of transactions, asset prices, [26/07, 12:09 am] Meta AI: Chainbase is a decentralized data infrastructure platform designed for Web3 applications, providing a unified solution for blockchain data access and processing. It aggregates data from over 200 blockchains, including Ethereum, Bitcoin, and Solana, and delivers it through a user-friendly dashboard and API interface.
*Key Features:*
- *Unified Data Access*: Chainbase supports multiple blockchains, enabling developers to access and interact with blockchain data seamlessly. - *Real-Time Data Streams*: The platform provides live data pipelines for instant tracking of transactions, asset prices, wallet balances, and market trends. - *AI-Powered Insights*: Chainbase integrates advanced AI features like Theia, allowing users to query blockchain data using natural language. - *Decentralized Data Infrastructure*: Chainbase ensures data integrity and availability across multiple nodes, providing a high level of resilience and security for Web3 applications. @ChainbaseHQ #chainbase
Lagrange is a blockchain infrastructure project that enables efficient, scalable, and secure computation through zero-knowledge proofs (ZK proofs). It combines a decentralized ZK Prover Network with a hyper-parallel ZK Coprocessor, allowing for advanced verifiable computation use cases like AI inference, cross-chain messaging, and rollup verification.
*Key Features:*
- *Decentralized Proof Production*: Lagrange's network of provers generates ZK proofs on demand, ensuring high availability and censorship resistance. - *Modular Architecture*: Independent subnets support different computational needs, providing customized proof resources for blockchains, rollups, or applications without bottlenecks. - *DARA Mechanism*: Double Auction Resource Allocation optimizes resource allocation, ensuring fair pricing and minimizing system waste.
*Use Cases:*
- *Verifiable AI*: zkML technology enables cryptographic verification of AI inferences, ensuring transparency and security. - *Cross-Chain Interoperability*: Seamless connections between blockchains and applications promote development of the cross-chain ecosystem. - *Rollup Infrastructure*: Lagrange supports scalable verification for Layer 2 solutions.
*Token Information:*
- *Token Name*: Lagrange (LA) - *Total Supply*: 1 billion tokens - *Token Utility*: Payment for proof generation, staking/delegation, and DAO governance
Huma Finance is a decentralized finance (DeFi) platform that allows users to lend and borrow digital assets at competitive interest rates. The platform uses blockchain technology to provide financial services that are transparent, secure, and inclusive.
Huma Finance offers several features, such as:
1. *Loans*: Users can borrow digital assets at competitive interest rates. 2. *Unsecured loans*: Huma Finance offers unsecured loans, allowing users to borrow digital assets without having to provide collateral. 3. *Repayment*: Users can repay loans at competitive interest rates.
Huma Finance aims to provide broader and more inclusive financial access for users around the world. #humafinance
a large supply causes prices to be pressured down. So it is gradually released to avoid excessive volatility
Uda adri
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why only 20% is released.. if it is fully released it would be good.. the price can be cheap if confident in the project and the coin is good and can buy a lot in bulk..
Michael Saylor update his TRACKER again... MicroStrategy's BTC portfolio has now reached $60.85 Billion. An increase of 45.35% and he only wrote 3 words "Nothing Stops This Orange" It seems simple, but usually this is not just a flex. Those who have followed him for a long time surely know the pattern... If there’s an update like this, it’s certain that around 7:00 PM WIB an announcement will appear saying “MicroStrategy has acquired...” Those who know, know.
Check all the slides, Bro has dissected the content of the post and its graphs, so you don’t miss this important pattern.
Do you feel like he’s going to buy BTC again tonight? Drop your feeling in the comments, and don’t forget to set the alarm for 7:00 PM WIB.
The post Pi Coin Price Prediction After June 28 appeared first on Coinpedia Fintech News
Pi coin is currently trading at $0.5423, up 0.9% in the last 24 hours. The Pi Core Team recently shared a 100-day update since the Open Network launch, which gave Pi Coin a slight lift after its recent price struggles.
Despite the update, Pi remains down over 12% this week and nearly 29% this month. Most technical indicators show bearish signals. The price is consolidating within a symmetrical triangle, narrowing between $0.54 and $0.74. A breakout above $0.74 with a successful retest could lead to a major rally.
Risks Ahead: Token Unlock & Sell Pressure
However, risks remain high. Exchange wallet balances are rising, which shows that investors may be preparing for sell-offs. Besides, a large number of tokens are set to hit the market in June and July, which could put more pressure on Pi’s already struggling price.
June 28: Make-or-Break Moment
With Pi Day approaching on June 28, the community is eagerly waiting for key updates, especially on the GCV, a community-driven idea valuing 1 Pi at $314,159. If the Core Team announces the open mainnet or addresses GCV, it could spark major price action. But if they stay silent, it may trigger mass sell-offs and a loss of trust, with many users losing interest.
Will Pi Coin Rise to $10 or Crash to $0.40?
Analyst Mr. Spock believes that a few clear updates on or before Pi Day could push Pi into the spotlight and drive it towards the $5–$10 range.
Right now, what Pi Network needs most is clear, public confirmation of its massive momentum. Just a few key updates before or on Pi2Day (June 28th, 2025) could light the spark that pushes 𝛑 toward mainstream recognition and that $5–$10 target. One Major Update Could Shift… pic.twitter.com/glRCpJ4ZUv
— Mr Spock 𝛑 (@MrSpockApe) June 18, 2025
Analyst Dr. Altcoin warns that without a major update, Pi could fall to $0.40 by August. But as token unlocks slow down by late August, selling pressure may ease, opening the door for a possible recovery.
By the end of this week, Pi Coin is expected to trade between $0.60 and $0.74, according to CoinDCX. A clean breakout and retest near $0.74 could spark a strong rally if sentiment improves ahead of Pi2Day.
Pi Coin Outlook for Late June
If Pi breaks above $0.74, the price could rally to $0.85–$0.90. But if it fails to hold $0.60, it may drop toward $0.52, if there are no major updates or exchange listings before the next token unlock on July 1. Pi Coin is expected to trade between $1.20–$1.80 for most of July, with high volatility in the final week.
CoinCodex predicts Pi Coin could drop to $0.37–$0.43 in the near term. In July, the trend may shift slightly positive, with prices hovering around $0.40–$0.43. By August, a slow recovery is expected.
Scaramucci Predicts U.S. Government's Bitcoin Strategy
According to PANews, Anthony Scaramucci, founder of SkyBridge Capital, anticipates that the U.S. government will retain its current holdings of approximately 200,000 BTC and may purchase an additional 500,000 BTC. Scaramucci noted that Tim Scott, Chairman of the U.S. Senate Banking Committee, and Scott Bessent, U.S. Treasury Secretary, are both supportive of cryptocurrencies. He suggested that if former President Trump, Congress, and the Treasury Department align in their views, the Federal Reserve might become the final hurdle in adopting Bitcoin as a strategic reserve.
Let me explain what’s happening in the crypto market. Many people are saying that “altcoin season” is coming. But what does this really mean? Altcoin season is not a fixed thing. It’s a time when smaller coins (called altcoins) do better than Bitcoin. If you’re ready, you can make good profits during this time.
Here’s everything you need to know in very simple words:
1. Don’t Wait for the Perfect Time
Many people keep waiting for the "right moment" to join the market. But the truth is, altcoin season might already be happening. The people who make the most money are those who notice it early and take action. If you wait too long, you could miss the best opportunities.
2. Altcoin Season Can’t Be Predicted
Altcoin season usually happens when Bitcoin’s price is stable or moving sideways (not going up or down too much). But it doesn’t always happen. And when it does, it doesn’t last forever. It’s important to remember that this is not something you can plan for perfectly.
3. Big Traders Are Always Ready
The big players in the market don’t wait for altcoin season to start. They prepare early. They start buying altcoins months before the trend becomes clear. When the market shifts, they are already in a position to profit.
4. It’s Not Too Late
If you think you’re too late, don’t worry. Altcoin season doesn’t end in one day. There’s still time to take action. The important thing is to stay alert and not lose hope. You can still catch good opportunities if you act wisely.
5. Stay Flexible and Ready for Change
Altcoin season doesn’t last forever. Sometimes it can end quickly. That’s why you need to stay flexible. Keep watching the market and be ready to adjust your plans if things change. Don’t hold on to one idea—be ready to move with the market.
What Does This Mean for You?
Altcoin season is a chance to make money, but it’s not guaranteed. It’s a trend that comes and goes. Big traders know this, so they prepare early and stay ready for changes in the market.
Now it’s your turn. Are you ready to take action? If yes, start planning and keep watching the market closely. #altsesaon #Altcoins👀🚀 #CryptoRegulation2025 #Crypto2025Trends