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Discussion community for DS, ML, IOT, AI, DEEP LEARNING and much more from Main Channel @kdnuggets and discuss @DatascienceChats
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9014067785 He is Fraudster Arun Reddy aliyas Arun Padil tells u ppl that he ll do backdoor jobs in all domains for 2.3lakhs... Takes initial amount of 70k by giving Cheque as surity, later after 2 to 3 months when u not get even 1st round interview scheduled... Andcask him to repay the money he ll tell you to withdraw the money from bank by putting Cheque, but that cheque will bounce, and he ll not return the full amount back too.... Most of the backdoor job providers in Hyderabad are doing the same like Arun Padil... Who is located in BodUppal
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Another very interesting release from Google is the Gemini Diffusion language model.
Briefly, here's the gist: instead of generating tokens one by one, here they are generated in a random order. That is, the original text sequence is taken, then the tokens in it are masked with a certain probability, and the model tries to guess them (it denoises them, like in diffusion).
Firstly, this helps to speed up the process significantly. Such Gemini can generate up to 2000 tokens per second . This is 10-15 times faster than the average well-optimized models generate.
Secondly, in problems like mathematics, this approach to generation can help the model quickly sort through several solution options and move not necessarily sequentially, but in a “convenient” order. So the metrics are comparable to the previous generation of Google models.
You can try it only on request, but the very fact of such releases from Google is impressive
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🌟 Microsoft's Magentic‑UI is a next-generation human-centric web agent
What if an AI agent in your browser doesn't just "do it all by itself," but works with you — suggesting a plan, asking for permission, showing you what to do, and learning from experience?
This is exactly how Magentic‑UI works, a new experiment from Microsoft Research.
🔜 What is this?
Magentic-UI is a platform where AI agents help people perform complex tasks in the browser (fill out a form, find the necessary data, download files, etc.), but do not take everything on themselves , but work in tandem with the user.
This is not an autonomous bot , but an interaction interface : the human remains at the center of decision making, and the agent acts as an assistant.
🔜 What can Magentic‑UI do?
1) Plans with you
The agent offers a step-by-step action plan. You can change, approve or clarify it.
2) Shows what it does
All actions are visible - clicks, text input, navigation. No "behind the scenes magic".
3) Asks permission before important actions
The agent will not click "delete" or "pay" buttons without your consent.
4) Learns from successful scenarios
Completed the task? Now this plan can be reused in the future.
Where can this be useful?
• Filling out long forms and questionnaires
• Automation of routine actions in the browser
• Create smart user scenarios (eg: “find and download the latest reports from the required site”)
• Training and configuration of your own browser agents
What about security?
• The agent works only on permitted sites (white-list)
• All code and browser are isolated in Docker - nothing will leak
• All actions are transparent and reversible
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Can anyone help me to extract text in structured manner from scanned pdf
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anyone preparing for data scientist job for one month target pls let me know we can start and create a group for it
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9014067785 He is Fraudster Arun Reddy aliyas Arun Padil tells u ppl that he ll do backdoor jobs in all domains for 2.3lakhs... Takes initial amount of 70k by giving Cheque as surity, later after 2 to 3 months when u not get even 1st round interview scheduled... Andcask him to repay the money he ll tell you to withdraw the money from bank by putting Cheque, but that cheque will bounce, and he ll not return the full amount back too.... Most of the backdoor job providers in Hyderabad are doing the same like Arun Padil... Who is located in BodUppal
Читать полностью…
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Unlock high-quality, ready-to-use leads in top-performing niches:
Our Lead Services:
🏠 Homeowners
🚗 Car Owners
💰 High Net Worth / Rich Individuals
📞 Personal Leads (Cellphone + Email)
🪙 Crypto Users – Email Lists
📲 Crypto Users – Mobile Contacts
🏥 Health Insurance Leads
💵 Payday Loan Leads
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✅ Fresh & Verified Data
✅ Filter by Age, Income, Interests
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🇺🇸🇨🇦🇮🇹 Premium Verified Leads – USA, Canada & Italy
Unlock high-quality, ready-to-use leads in top-performing niches:
Our Lead Services:
🏠 Homeowners
🚗 Car Owners
💰 High Net Worth / Rich Individuals
📞 Personal Leads (Cellphone + Email)
🪙 Crypto Users – Email Lists
📲 Crypto Users – Mobile Contacts
🏥 Health Insurance Leads
💵 Payday Loan Leads
Why Choose Us?
✅ Fresh & Verified Data
✅ Filter by Age, Income, Interests
✅ High Engagement & Conversion
✅ GDPR-Compliant
✅ 100% Replacement Guarantee
✅ Crypto Payments Accepted (BTC | USDT | ETH)
📦 DM for Free Sample
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✔️ Nvidia presented NVLink Fusion.
Nvidia has announced NVLink Fusion, which opens up NVLink to third-party developers. This will allow partners to use their own CPUs and AI accelerators in conjunction with Nvidia solutions at the server rack level. NVLink Fusion provides 14x the bandwidth of PCIe and integrates via chiplets, making it easier to scale clusters for AI workloads.
The ecosystem includes Marvell, MediaTek, and software developers Cadence and Synopsys, which offer design tools. Fujitsu plans to combine its 144-core Monaka processors with Nvidia's architecture to create energy-efficient AI systems.
According to Nvidia, the first solutions based on NVLink Fusion are already available for implementation.
tomshardware.com
✔️ Microsoft is developing an open protocol for AI search on any website.
NLWeb is an open protocol that allows you to embed chatbots with natural language support on any website. According to a Microsoft tech expert, the system gives developers tools to create personalized AI services in minutes. Instead of expensive data indexing, NLWeb uses RSS feeds and vector databases, connecting even budget LLMs.
The main goal of the protocol's development is for sites to have their own AI solutions without dependence on external LLM providers. Microsoft is already collaborating with TripAdvisor and Shopify, promoting the protocol as an alternative to individual deals with OpenAI.
theverge.com
✔️ Intel introduced Arc Pro B50 and B60 graphics cards.
At Computex 2025, Intel announced the Arc Pro "Battlemage" series based on the Xe2 architecture and the 5 nm BMG-G21 chip. The junior B50 model with 16 GB of memory is designed for professional visualization, and the B60 with 24 GB is designed for AI inference tasks. The B50 has a power consumption of only 70 W, and the flagship model up to 200 W via a 600 W power connector with a 12V2x6 connector.
The Battlematrix project allows you to combine up to 8 GPUs with a total VRAM of up to 192 GB to work with AI models with 70+ billion parameters
The cards will be released by Intel partners ASRock, Gunnir and Maxsun and will go on sale in Q3 2025. According to Intel, the new solutions have already been certified in major professional applications.
techpowerup.com
✔️ LLMs suffer from the "English accent" in other languages.
Apple has published a study showing that multilingual LLMs often generate unnatural texts in French, Chinese, and other languages due to the dominance of English in the training data.
To assess the problem, metrics were developed based on the distribution of vocabulary (Jensen-Shannon Divergence) and syntax (dependency tree analysis via the Weisfeiler-Lehman kernel). Tests showed that even top models lag behind human texts, especially in languages far from English.
The solution was found in fine-tuning via DPO. Using datasets with natural and artificially distorted responses, models learn to avoid anglicisms. After the revision, Llama-3.1 began to use constructions like “the winner was announced” in Chinese less often, replacing them with more natural formulations.
machinelearning.apple.com
✔️ Bilibili has released an open source model, Index-AniSora, for generating anime videos with style and motion control.
Index-AniSora is a model for creating anime content in various styles: from series and manga to VTuber animation. The system is built on diffusion models with improved control of time and space and allows you to fine-tune character movements, facial expressions, and even individual frames.
There are 2 versions in the release: AniSoraV1.0 (based on CogVideoX-5B) and AniSoraV2.0 (Wan2.1-14B). The second version works more stable, but the first one can be run on consumer GPUs.
The models were trained on a dataset of 10 million video-text pairs and 30 thousand manual assessments of 6 parameters.
Bilibili on Github
Ищу 3 человека. Доход от 65 долларов за 2 часа. Подробности в личных сообщениях
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Ищу 3 человека. Доход от 65 долларов за 2 часа. Подробности в личных сообщениях
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Dear All,
I'm seeking recommendations for MCP and A2A courses. If anyone has experience with these courses, I'd appreciate your input on which ones are considered the best in terms of content, quality, and industry recognition.
Thank you for your time and assistance.
anyone preparing for data scientist job for one month target pls let me know we can start and create a group for it
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