20 Practical AI Projects for Beginners




AI in Marketing: Trends, Platforms, and How to Train Teams

Its massive database and extensive filtering options allow for highly specific and effective influencer discovery. The platform works by crawling and indexing publicly available social media data, similar to how a search engine operates. Customer personas are fictional profiles you create representing specific types of target customers. They may not be real people; however, they simulate your actual (and preferred potential) customers. You can create different customer personas for each type of customer with whom you wish to focus your marketing activities. However, with traditional software, this lack of collaboration resulted in businesses selecting the wrong data and attribution models for their needs.

A guide to AI in marketing



This might mean investing in more infrastructure to securely store customer information. The first step to integrating AI into a marketing campaign is to set out goals and expectations. During this step, business leaders identify bottlenecks and outline ways in which they hope that AI can improve marking practices over the long term.

What is Artificial Intelligence? Understanding AI and Its Impact on Our Future

The future of robotics holds even more potential, with robots becoming more intelligent, adaptive, and capable of performing increasingly complex tasks in a variety of fields. This article explores feature engineering, including its definition, its need in machine learning, the processes, steps, techniques, tools, and examples. In October 2015 Google’s self-driving car, Waymo (which the company had been working on since 2009) completed its first fully driverless trip with one passenger. The technology had been tested on one billion miles within simulations, and two million miles on real roads. Waymo, which boasts a fleet of fully electric-powered vehicles, operates in San Francisco and Phoenix, where users can call for a ride, much as with Uber or Lyft.

Top Caltech Programs



Equip yourself with the knowledge and skills needed to shape the future of AI and seize the opportunities that await. Existing laws such as the European Union’s General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) do govern AI models but only insofar as they use personal information. The most wide-reaching regulation is the EU’s AI Act, which passed in March 2024. Under the AI Act, models that perform social scoring of citizens’ behavior and characteristics and that attempt to manipulate users’ behavior are banned. AI models that deal with “high-risk” subjects, such as law enforcement and infrastructure, must be registered in an EU database.

The 40 Best AI Tools in 2025 Tried & Tested

I tried it with various text prompts and the quality and creativity of the images were impressive, rivaling professional design tools. It’s an excellent platform for designers, artists, or hobbyists looking to create visually stunning pieces of art with minimal effort. Notion AI isn’t a separate tool—it’s built right into the Notion experience, enhancing your notes, docs, databases, and wikis.

Notion AI (limited free access)



Just don’t ask it about Tiananmen Square and Taiwan—and maybe avoid using the web version for anything you wouldn’t want appearing on a billboard in Shanghai. Remember when Google kept announcing AI tools that weren't actually available yet? Well, copyright finally showed up to the party, and while it started as something of a meme factory (those early mistakes were chef's kiss), it's grown into a serious contender. Its integration with Google's ecosystem is the real selling point here - it's like having an AI assistant that actually knows where you keep your files. ChatGPT is the iPhone of generative AI—not the first, but the one that made everyone realize this stuff was actually useful.

New analog AI chip design uses much less power for AI tasks

While many new AI systems are helping solve all sorts of real-world problems, creating and deploying each new system often requires a considerable amount of time and resources. For each new application, you need to ensure that there’s a large, well-labelled dataset for the specific task you want to tackle. If a dataset didn’t exist, you’d have to have people spend hundreds or thousands of hours finding and labelling appropriate images, text, or graphs for the dataset.

Optimizing Machine Learning



This initial release of the AIF360 Python package contains nine different algorithms, developed by the broader algorithmic fairness research community, to mitigate that unwanted bias. They can all be called in a standard way, very similar to scikit-learn’s fit/predict paradigm. AIF360 is a bit different from currently available open source efforts1 due its focus on bias mitigation (as opposed to simply on metrics), its focus on industrial usability, and its software engineering. The future of AI is flexible, reusable AI models that can be applied to just about any domain or industry task.

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 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.

The Best AI Tools for Business: 15 Platforms to Transform Your Workflow

In this era of constant transformation, AI is no longer a futuristic concept — it's the engine of business success. Millions of organizations around the world are putting Google AI to work to achieve the results they need. Our world-class AI expertise, fueled by Google DeepMind, is now available to companies of all sizes. Spend three days learning about AI strategy, robotics, generative AI, and more to leverage technology in your organization’s business strategies.

What can one agentic AI Assistant do for your organization?



Learn how to use AI tools to generate content, make informed decisions, and streamline repetitive tasks in under 10 hours, zero experience required. Beyond scheduling, Motion’s AI capabilities automate the planning process by analyzing tasks, deadlines, and priorities to create optimized daily plans. This automation alleviates the burden of manual planning, allowing users to concentrate on execution rather than organization. Motion is an AI-powered project and task management tool that revolutionises how teams organize their work. By intelligently integrating tasks and projects directly into users’ calendars, Motion ensures that important responsibilities are scheduled and prioritised effectively.

How to use ChatGPT: A beginner's guide to the most popular AI chatbot

The more you talk to it, the more it refines its interactions with you. If you say phrases like "that's not right," the model will take note and try a different approach next time. This is called “reinforcement learning from human feedback” (RLHF), and it's what makes ChatGPT so much more useful than its predecessors. ChatGPT is due for more upgrades in the near future, with the advanced voice mode potentially receiving a live camera feature to create even more seamless interactions. AI agents represent stage three of AGI, enhancing ChatGPT’s reasoning abilities and enabling it to complete a broader range of tasks without human assistance.

Machine Learning vs AI: Differences, Uses, & Benefits

Led by top IBM thought leaders, the curriculum is designed to help business leaders gain the knowledge needed to prioritize the AI investments that can drive growth. Gain the knowledge to prioritize AI investments that drive business growth. Get started with our free AI Academy today and lead the future of AI in your organization. Intelligent networks and network optimization, predictive maintenance, business process automation, upgrade planning, and capacity forecasting.

Real-world gen AI use cases from the world's leading organizations Google Cloud Blog

AI analyses responses from employee satisfaction surveys to gauge overall sentiment and identify key areas of concern. This provides insights into employee morale and helps guide improvements in workplace culture. This involves using AI to analyse candidate applications and profiles to identify the best matches for job openings. It enhances the recruitment process by quickly assessing skills, experience, and fit for the company culture. Utilizes machine learning to recognize VIP players upon arrival, enabling personalized greetings and services. Adapts gameplay challenges in real-time based on player performance and preferences, optimizing gaming experiences.

MIT researchers develop an efficient way to train more reliable AI agents Massachusetts Institute of Technology

Using artificial intelligence, MIT researchers have come up with a new way to design nanoparticles that can more efficiently deliver RNA vaccines and other types of RNA therapies. To identify which tasks they should select to maximize expected performance, the researchers developed an algorithm called Model-Based Transfer Learning (MBTL). “We know it would be ideal to train on all the tasks, but we wondered if we could get away with training on a subset of those tasks, apply the result to all the tasks, and still see a performance increase,” Wu says. For their method, they choose a subset of tasks and train one algorithm for each task independently. Importantly, they strategically select individual tasks which are most likely to improve the algorithm’s overall performance on all tasks.

Explained: Generative AI’s environmental impact



Foundation models learn from public GitHub, but “every company’s code base is kind of different and unique,” Gu says, making proprietary coding conventions and specification requirements fundamentally out of distribution. The result is code that looks plausible yet calls non‑existent functions, violates internal style rules, or fails continuous‑integration pipelines. This often leads to AI-generated code that “hallucinates,” meaning it creates content that looks plausible but doesn’t align with the specific internal conventions, helper functions, or architectural patterns of a given company. When the researchers compared GenSQL to popular, AI-based approaches for data analysis, they found that it was not only faster but also produced more accurate results. Importantly, the probabilistic models used here by GenSQL are explainable, so users can read and edit them.

Top 20 Benefits of Artificial Intelligence AI With Examples

It boosts productivity and innovation across industries, reshaping job markets and fueling substantial economic change. This quick adaptation to changing conditions not only improves efficiency but also increases overall effectiveness across industries. Clear interpretation of complex data models ensures insights that are both actionable and reliable. Artificial intelligence is the use of computer programs to complete tasks and solve problems previously required by human intelligence and time. Companies like Tesla and Waymo use AI to improve vehicle safety features and reduce accident rates through predictive analysis.

Improves Risk Assessment and Security



AI-powered decision support systems analyze complex situations in real time. For research and knowledge work, using tools like Perplexity AI helps professionals access summarized insights and data-backed answers faster. AI-powered tools like Zapier, Asana, etc., can manage and organize time-consuming and repetitive tasks through robotic process automation (RPA). These systems handle everything from invoice processing to appointment scheduling without human intervention. As a result, it frees up our valuable time and boosts efficiency and productivity. But on top of that, other industries have already started employing the use of AI.

MIT researchers develop an efficient way to train more reliable AI agents Massachusetts Institute of Technology

This eliminates the need for expensive design software or specialist skills. Hootsuite is best for businesses and agencies managing social media presence across multiple platforms. It provides robust social media management features, including scheduling, analytics, and team collaboration, which are ideal for agencies handling diverse social media accounts.

Complete List of Free AI Tools and Its Limits 2025 Edition

Accurately convert speech into text using domain-specific models to improve quality. Create a personalized AI assistant that surfaces insights and provides Audio Overviews on data you upload. Get started by exploring Agent Garden for pre-built, customizable blueprints, complete with source code and configuration files. Google copyright is free to use for users 18 and over with a personal Google Account or a Google Workspace account for which your admin enabled access to copyright. Usage caps on Magic tools like Magic Write 25 free prompts. Leonardo’s free plan includes daily tokens and no-card signup, with quality styles and community models.

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