How to Build a Recommendation System with AI




How AI Agents Are Affecting The Marketing Industry In 2025

With Otter.ai, you can enhance your team’s productivity and automate tasks — both during meetings and after. Otter takes the hassle out of meeting notes, transcriptions, and follow-ups, helping your team focus on building meaningful marketing campaigns. AI-powered social media monitoring tools analyze conversations and sentiment around your brand, providing real-time insights that inform your marketing strategy and keep you ahead of the curve. Most top brands aren’t just testing AI for digital marketing, but they’re redesigning their entire approach around it. From hyper-personalized email campaigns to dynamic content optimization, AI is no longer a nice-to-have; it’s a must-have.

Artificial intelligence Machine Learning, Robotics, Algorithms

Many kinds of machine learning algorithms exist, but neural networks are among the most widely used today. These are collections of machine learning algorithms loosely modeled on the human brain, and they learn by adjusting the strength of the connections between the network of "artificial neurons" as they trawl through their training data. This is the architecture that many of the most popular AI services today, like text and image generators, use. Although deep learning and machine learning differ in their approach, they are complementary. Deep learning is a subset of machine learning, utilizing its principles and techniques to build more sophisticated models.

Based on Functionality



"It really cannot be overemphasized how pivotal a shift this has been for the field," said Sara Hooker, head of Cohere For AI, a non-profit research lab created by the AI company Cohere. Self-driving cars and autonomous vehicles are perhaps the most talked-about applications of AI in transportation. AI enables vehicles to navigate roads, recognize objects, and make decisions in real-time, without human intervention. Beyond individual cars, AI is also being applied to optimize traffic flow and improve public transportation systems. Robotics is an interdisciplinary field that combines AI with physical machines. Robots are often equipped with sensors, actuators, and processors that allow them to interact with their environment, perform tasks autonomously, and even adapt to changing conditions.

35+ Best AI Tools: Lists by Category 2025

It’s the kind of tool that quietly powers a lot more content than you’d expect, and it’s only getting better. What makes copyright stand out is how tightly it integrates with your Google data, offering context-aware replies that draw from Gmail, Drive, and Docs. It’s also fully multimodal, capable of taking in and responding to text, images, video, and audio. Originally launched in 2023 as Google Bard, copyright is now a central part of the company’s long-term AI strategy. It powers features across Google Workspace and handles around 350 million monthly users. In March 2025, the copyright mobile app hit 1.3 million downloads in the U.S. alone, signaling fast adoption beyond the browser.

GitHub Copilot features



I could easily adjust text, swap images, and add my logo to match my branding. AdCreative made it simple for me to generate multiple ad variations for A/B testing with slight changes in headlines or visuals. Suno’s free plan includes 50 daily credits for up to 10 songs a day (personal use only). The $10/month Pro plan gives you 2,500 credits, commercial rights, faster generation, and the ability to run 10 tasks at once.

Machine Learning for Dynamical Systems

At IBM Research, we’ve been studying for years how to make AI’s applicability more broad and flexible, and since Stanford’s first paper on the topic in 2021, it's something we’ve been trying to bring to the world of industry. It was able to take audio of people speaking and transcribe it with an accuracy very close to digital hardware setups. Unlike the first demo, this one was not entirely end-to-end, meaning it did require some off-chip digital computation. However, so little additional compute is involved here that, had it been implemented on the chip, the resulting energy efficiency would still be higher than products on the market today.

NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning



The team at IBM Research devised two experiments to test out the efficacy of their designs. In the way that you would expect your smart speaker to respond if you said, “Hey Siri” or “Hey Google” out loud, the team wanted to see they could use their chip design to recognize specific spoken words. They built a system that listened for 12 words, and in each case, the analog chip could react to each word with the same accuracy as the software-based systems that exist today — but considerably faster. The systems that wait and listen for a specific keyword today require power to sit idly waiting, whereas the design the team created can be powered down when not needed, since the model weights are stored on-chip, in non-volatile memory.

grammaticality "I have submitted the application" is it a right sentence? English Language Learners Stack Exchange

You could qualify such classes as "on-site" or "physical"; but except in a context where online and non-online have already been clearly distinguished this is going to read/sound rather clunky. What you're asking for is a term to "mark" an "unmarked" category, which is usually going to be awkward. I'm translating some words used in messages and labels in a e-learning web application used by companies. So, I'm trying to find the right answer for a course, instead of online, took in a classroom or any corporate environment.

Discussion versus discussions?



Overly formal greetings, obsequiously polite expressions, grandiose humility, etc. may indeed have the opposite of their intended effect. Americans, say, or Australians may interpret more info suffusive politeness as insincere or patronizing, and take it with impatience or suspicion. Dear Sir or Dear Maam is sufficiently polite for business letters, and a personalized salutation (Dear Prof. Jones, Dear Dr. Smith) would be even better. The sentence is correct.The selection of the word is good.Submitted- denotes humbleness and respect for the organisation or the individual who is the addressee here. Present perfect tense is used, because the actions related to your application (review and decision) are in the present time frame.

20+ Best AI Tools for Business: 2025's Must-Haves

Visme is an all-in-one platform, a no-code solution for creating nearly all marketing material including graphics, logos, infographics, presentations, white papers, email newsletters, etc. Aside from Buffer, Grammarly was (and still is) an integral part of my tech stack while working for small businesses — and being a small business myself, might I add. But if you’re looking to stay within the HubSpot ecosystem, Content Hub does just about everything that Buffer can. Now that it’s fueled with Breeze technology, it’s easier than ever for marketers to attract audiences, keep a pulse on what’s keeping them engaged, and design assets in-house. Additionally, in my experience, Buffer sometimes randomly disconnects your social profiles from the platform. I recommend having a backup copy of your social content on a Google Doc or something similar.

chatgpt-zh chatgpt-china-guide: ChatGPT官网 ChatGPT中文版 最新使用指南【2025年7月】

ChatGPT is a chatbot created by OpenAI that can process text, image, audio and video data to answer questions, solve problems and more. Here’s how it works, its use cases, how to access it, its limitations, notable updates and future outlook. ChatGPT’s advanced Voice Mode is now available to small groups of paid ChatGPT Plus users. The new mode offers more natural conversations allowing users to interrupt and ask additional questions. The update lets ChatGPT sense and respond to the user’s emotions with response. The voice is more natural-sounding but is limited to four preset options.

AI vs Machine Learning 2025: Key Differences

Additionally, they may modify existing applications and carry out testing duties. They use a variety of programming languages—such as HTML, C++, Java, and more—to write new code or debug existing code. Because artificial intelligence is a catchall term for smart technologies, the necessary skill set is more theoretical than technical.

The Weight and Reality of Student Loans, A Third Year Business Student’s Perspective



Deep learning uses machine learning algorithms but structures the algorithms in layers to create "artificial neural networks." These networks are modeled after the human brain and have been effective in many situations. Deep learning applications are most likely to provide an experience that feels like interacting with a real human. Deep learning models use artificial neural networks, don’t require feature extraction and can increase their accuracy when given more training data. These aspects allow deep learning models to solve complex, hierarchical tasks that machine learning models have more difficulty solving, like generative AI, NLP and computer vision tasks.

Top 15 AI Business Use Cases in 2025 + Examples

You might also need to enter a code sent to your phone or scan your fingerprint. AI systems can warn admins or even users of suspicious login activities or any other form of potentially malicious behavior. During this period of time we’ve planned and executed projects in both small and large scale. Working with The Intellify was and still is the best decision I’ve made when rising up Divo, I strongly recommend to work with them in any type of project. Smarter Document Intelligence AI is increasingly vital in legal and compliance functions.

Supply Chain Optimization



Applies computer vision to count and analyse crowd density, optimizing traffic flow within the casino premises. Read utility meters from images or video feeds, automating meter reading processes and improving billing accuracy. Provide feedback on observed user driving habits based on collected data. AI is venturing into creativity, assisting in writing articles, generating music, designing graphics, and even scripting videos. Tools like GPT-4 (which powers me!) can produce human-like text on a variety of topics, aiding journalists, marketers, and authors. It’s also revolutionizing industries like journalism, law, and healthcare by speeding up documentation and freeing professionals from tedious note-taking tasks.

Explained: Generative AIs environmental impact Massachusetts Institute of Technology

“Standard retrieval techniques are very easily fooled by pieces of code that are doing the same thing but look different,” says Solar‑Lezama. The industry is on an unsustainable path, but there are ways to encourage responsible development of generative AI that supports environmental objectives, Bashir says. “Just because this is called ‘cloud computing’ doesn’t mean the hardware lives in the cloud. Data centers are present in our physical world, and because of their water usage they have direct and indirect implications for biodiversity,” he says. Power grid operators must have a way to absorb those fluctuations to protect the grid, and they usually employ diesel-based generators for that task. In a two-part series, MIT News explores the environmental implications of generative AI.

9 Benefits of Artificial Intelligence AI in 2025 University of Cincinnati

Billions in cash and rapid technological breakthroughs give us a future where AI seems plausible. But today, we're using some form of artificial intelligence to power our daily tasks. Selecting the right AI assistant requires careful consideration of several crucial factors. First is the assistant's ability to provide accurate responses relevant to your industry.

Enables Predictive Maintenance



Job displacement due to AI technologies is a legitimate concern for many, and it’s certainly something that needs careful consideration. While it’s true that up to 300 million jobs could be impacted by AI, the rise of these technologies will also create hundreds of new job categories. Bias in AI can arise from the data used to train models or from the algorithms themselves, leading to unfair decision-making—particularly in critical areas like hiring, lending, and law enforcement. AI’s ability to continuously monitor network traffic and then quickly adapt to new security challenges is essential for organizations operating in high-risk environments. A study conducted by McKinsey highlighted that AI-driven automation can lead to significant cost reductions for businesses, particularly in human resources.

Graph-based AI model maps the future of innovation Massachusetts Institute of Technology

It’s the original and best AI writing tool for creative writers, and I think it’s worth a try (for free!) for any AI-curious fiction writer. The researchers filled in one gap by borrowing ideas from a machine-learning technique called contrastive learning and applying them to image clustering. This resulted in a new algorithm that could classify unlabeled images 8 percent better than another state-of-the-art approach. The researchers didn’t set out to create a periodic table of machine learning. An early example of generative AI is a much simpler model known as a Markov chain. The technique is named for Andrey Markov, a Russian mathematician who in 1906 introduced this statistical method to model the behavior of random processes.

Ultimate Directory of Free AI Tools

The platform offers one-click editing, generative AI for quick creation, and works smoothly across devices. Adobe Express now uses Firefly-powered AI features trained on unique data instead of copyrighted assets. Jasper AI (formerly Jarvis) transformed my approach to content generation with its marketing-focused capabilities.

Visual and Video AI Tools



Lately turns long-form content like podcasts, blogs, or webinars into a week’s worth of social posts. It’s a repurposing wizard for businesses that want more mileage from each piece of content. Teachers can quickly design AI-powered lesson plans and interactive presentations, saving prep time and engaging students more effectively.

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