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Ai News – iSpindle https://www.ispindle.co.za South Africa Mon, 01 Sep 2025 17:23:12 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.5 https://www.ispindle.co.za/wp-content/uploads/2020/09/Icon-100x100.png Ai News – iSpindle https://www.ispindle.co.za 32 32 Choosing the best language to build your AI chatbot https://www.ispindle.co.za/2025/08/28/choosing-the-best-language-to-build-your-ai-3/ Thu, 28 Aug 2025 00:58:37 +0000 https://www.ispindle.co.za/?p=307

Choosing the best language to build your AI chatbot

chatbot in python

Its main weaknesses are its limited community for support and the fact that it is only available in English. However, if your chatbot is for a smaller company that does not require multiple languages, it offers a compelling choice. The classifier is based on the Naive Bayes Classifier, which can look at the feature set of a comment to calculate how likely a certain sentiment is by analyzing prior probability and the frequency of words. Once completed, we use a feature extractor to create a dictionary of the remaining relevant words to create our finished training set, which is passed to the classifier. Sentiment analysis in its most basic form involves working out whether the user is having a good experience or not. If a chatbot is able to recognize this, it will know when to offer to pass the conversation over to a human agent, which products users are more excited about or which opening line works best.

chatbot in python

Machine learning

This meant that when Python was first released it was applied to more diverse cases than other languages such as Ruby, which was restricted to web design and development. Meanwhile, Python expanded in scientific computing, which encouraged the creation of a wide range of open-source libraries that have benefited from years of R&D. But if you are starting out fresh and are wondering which language is worth investigating first to give your chatbot a voice, following the data science crowd and looking at Python is a good start. Facebook, Slack and Telegram all support the most popular languages, while API platforms such as Dialogflow, LUIS and wit.ai offer SDKs for the majority. Let’s take a look at one aspect of NLP to see how useful Python can be when it comes to making your chatbot smart. Python is essentially the Swiss Army Knife of coding thanks to its versatility.

Choosing the best language to build your AI chatbot

chatbot in python

Namely, that it implements a single stemmer rather than the nine stemming libraries on offer with NLTK. This is a problem when deciding which one is most effective for your chatbot. As seen here, spaCy is also lightning fast at tokenizing and parsing compared to other systems in other languages.

  • Meanwhile, Python expanded in scientific computing, which encouraged the creation of a wide range of open-source libraries that have benefited from years of R&D.
  • Natural Language Toolkit’s (NLTK) initial release was in 2001 — five years ahead of its Java-based competitor Stanford Library NLP — serving as a wide-ranging resource to help your chatbot utilize the best functions of NLP.
  • However, if your chatbot is for a smaller company that does not require multiple languages, it offers a compelling choice.
  • Namely, that it implements a single stemmer rather than the nine stemming libraries on offer with NLTK.

Where Weka struggles compared to its Python-based rivals is in its lack of support and its status as more of a plug and play machine learning solution. This is great for small data sets and more simple analyses, but Python’s libraries are much more practical. If speed is your main concern with chatbot building you will also be found wanting with Python in comparison to Java and C++. Of more importance is the end-user experience, and picking a faster but more limited language for chatbot-building such as C++ is self-defeating. For this reason, sacrificing development time and scope for a bot that might function a few milliseconds more quickly does not make sense.

chatbot in python

OpenAI agreed to pay Oracle $30B a year for data center services

Stanford NLP and Apache Open NLP offer an interesting alternative for Java users, as both can adequately support chatbot development either through tooling or can be explicitly used when calls are made via APIs. But NLTK is superior thanks to its additional support for other languages, multiple versions and interfaces for other NLP tools and even the capability to install some Stanford NLP packages and third-party Java projects. Python’s biggest failing lies in its documentation, which pales in comparison to other established languages such as PHP, Java and C++. Searching for answers within Python is akin to finding a specific passage in a book you have never read. In addition, the language is severely lacking in useful and simple examples. Clarity is also an issue, which is incredibly important when building a chatbot, as even the slightest ambiguity within one of the steps could cause it to fail.

PHP, for one, has little to offer in terms of machine learning and, in any case, is a server-side scripting language more suited to website development. C++ is one of the fastest languages out there and is supported by such libraries as TensorFlow and Torch, but still lacks the resources of Python. Java and JavaScript both have certain capabilities when it comes to machine learning. JavaScript contains a number of libraries, as outlined here for demonstration purposes, while Java lovers can rely on ML packages such as Weka.

Why Python and not the others: natural language processing

Similar to NLP, Python boasts a wide array of open-source libraries for chatbots, including scikit-learn and TensorFlow. Scikit-learn is one of the most advanced out there, with every machine learning algorithm for Python, while TensorFlow is more low-level — the LEGO blocks of machine learning algorithms, if you like. NLTK is not only a good bet for fairly simple chatbots, but also if you are looking for something more advanced. From here a whole world of other Python libraries is opened up to you, including many that specialize in machine learning. An interesting rival to NLTK and TextBlob has emerged in Python (and Cython) in the form of spaCy.

On the subject of machine learning, what better approach than to look at some hard data to see which language the experts prefer? In a recent survey of more than 2,000 data scientists and machine learning developers, more than 57 percent of them used Python, while 33 percent prioritized it for development. With regards to natural language processing (NLP), the grandfather of NLP integration was written in Python. Natural Language Toolkit’s (NLTK) initial release was in 2001 — five years ahead of its Java-based competitor Stanford Library NLP — serving as a wide-ranging resource to help your chatbot utilize the best functions of NLP.

It also is one of the easier languages for a beginner to pick up with its consistent syntax and language that mirrors humans. Of course, the caveat should always be to veer toward the language you are most comfortable with, but for those dipping their toe into the programming pond for the first time, a clear winner starts to emerge. No, this is not about whether you want your virtual agent to understand English slang, the subjunctive tense in Spanish or even the dozens of ways to say “I” in Japanese. In fact, the programming language you build your bot with is as important as the human language it understands.

]]> Google Bard: How to try the new Gemini AI model https://www.ispindle.co.za/2025/08/28/google-bard-how-to-try-the-new-gemini-ai-model-3/ Thu, 28 Aug 2025 00:58:11 +0000 https://www.ispindle.co.za/?p=305

Want to Try Google’s New AI Chatbot? Here’s How to Sign Up for Bard

google's chatbot

You can also use the advanced analytics dashboard for real-life insights to improve the bot’s performance and your company’s services. It is one of the best chatbot platforms that monitors the bot’s performance and customizes it based on user behavior. This is one of the top chatbot platforms for your social media business account. These are rule-based chatbots that you can use to capture contact information, interact with customers, or pause the automation feature to transfer the communication to the agent. LaMDA builds on earlier Google research, published in 2020, that showed Transformer-based language models trained on dialogue could learn to talk about virtually anything.

Google says Gemini will be made available to developers through Google Cloud’s API from December 13. A more compact version of the model will from today power suggested messaging replies from the keyboard of Pixel 8 smartphones. Gemini will be introduced into other Google products including generative search, ads, and Chrome in “coming months,” the company says. The most powerful Gemini version of all will debut in 2024, pending “extensive trust and safety checks,” Google says. Bard uses natural language processing and machine learning to generate responses in real time.

The tech giant typically treads lightly when it comes to AI products and doesn’t release them until the company is confident about a product’s performance. The best part is that Google is offering users a two-month free trial as part of the new plan. LaMDA was built on Transformer, Google’s neural network architecture that the company invented and open-sourced in 2017. Interestingly, GPT-3, the language model ChatGPT functions on, was also built on Transformer, according to Google. After typing a question, wait a few seconds for Bard to give you an answer.

Mobile

Google Bard provides a simple interface with a chat window and a place to type your prompts, just like ChatGPT or Bing’s AI Chat. You can also tap the microphone button to speak your question or instruction rather than typing it. Now, our newest AI technologies — like LaMDA, PaLM, Imagen and MusicLM — are building on this, creating entirely new ways to engage with information, from language and images to video and audio. We’re working to bring these latest AI advancements into our products, starting with Search. Google has been known to introduce new statues whenever a new Android version is launched, often themed around the dessert-inspired codenames the company still uses internally.

Your customers are most likely going to be able to communicate with your chatbot. ManyChat is a cloud-based chatbot solution for chat marketing campaigns through social media platforms and text messaging. You can segment your audience to better target each group of customers.

For example, when I asked Gemini, “What are some of the best places to visit in New York?”, it provided a list of places and included photos for each. Bard was first announced on February 6 in a statement from Google and Alphabet CEO Sundar Pichai. Google Bard was released a little over a month later, on March 21, 2023. You can delete individual questions or prevent Bard from collecting any of your activity. On Android, Gemini is a new kind of assistant that uses generative AI to collaborate with you and help you get things done. You can now try Gemini Pro in Bard for new ways to collaborate with AI.

This included the Bard chatbot, workplace helper Duet AI, and a chatbot-style version of search. So how is the anticipated Gemini Ultra different from the currently available Gemini Pro model? According to Google, Ultra is its “most capable mode” and is designed to handle complex tasks across text, images, audio, video, and code. The smaller version of the AI model, fitted to work as part of smartphone features, is called Gemini Nano, and it’s available now in the Pixel 8 Pro for WhatsApp replies.

Users are required to make a Gmail account and be at least 18 years old to access Gemini. CEO Pichai says it’s “one of the biggest science and engineering efforts we’ve undertaken as a company.” The results are impressive, tackling complex tasks such as hands or faces pretty decently, as you can see in the photo below. It automatically generates two photos, but if you’d like to see four, you can click the “generate more” option.

  • The tech giant typically treads lightly when it comes to AI products and doesn’t release them until the company is confident about a product’s performance.
  • “To reflect the advanced tech at its core, Bard will now simply be called Gemini,” said Sundar Pichai, Google CEO, in the announcement.
  • Google Bard provides a simple interface with a chat window and a place to type your prompts, just like ChatGPT or Bing’s AI Chat.
  • Google is expected to have developed a novel design for the model and a new mix of training data.

Overall, it appears to perform better than GPT-4, the LLM behind ChatGPT, according to Hugging Face’s chatbot arena board, which AI researchers use to gauge the model’s capabilities, as of the spring of 2024. The search giant claims they are more powerful than GPT-4, which underlies OpenAI’s ChatGPT. At Google I/O 2023, the company announced Gemini, a large language model created by Google DeepMind. At the time of Google I/O, the company reported that the LLM was still in its early phases. Google then made its Gemini model available to the public in December. Remember that all of this is technically an experiment for now, and you might see some software glitches in your chatbot responses.

The Cosmos Institute, whose founding fellows include Anthropic co-founder Jack Clark, launches grant programs and an AI lab

Yes, the Facebook Messenger chatbot uses artificial intelligence (AI) to communicate with people. It is an automated messaging tool integrated into the Messenger app.Find out more about Facebook chatbots, how they work, and how to build one on your own. After all, you’ve got to wrap your head around not only chatbot apps or builders but also social messaging platforms, chatbot analytics, and Natural Language Processing (NLP) or Machine Learning (ML). This no-code chatbot platform helps you with qualified lead generation by deploying a bot, asking questions, and automatically passing the lead to the sales team for a follow-up. It offers a live chat, chatbots, and email marketing solution, as well as a video communication tool. You can create multiple inboxes, add internal notes to conversations, and use saved replies for frequently asked questions.

google's chatbot

You can use Wit.ai on any app or device to take natural language input from users and turn it into a command. You can visualize statistics on several dashboards that facilitate the interpretation of the data. It can help you analyze your customers’ responses and improve the bot’s replies in the future. If you need an easy-to-use bot for your Facebook Messenger and Instagram customer support, then this chatbot provider is just for you. We’ve compared the best chatbot platforms on the web, and narrowed down the selection to the choicest few. Most of them are free to try and perfectly suited for small businesses.

Google invented some key techniques at work in ChatGPT but was slow to release its own chatbot technology prior to OpenAI’s own release roughly a year ago, in part because of concern it could say unsavory or even dangerous things. The company says it has done its most comprehensive safety testing to date with Gemini, because of the model’s more general capabilities. Gemini, a new type of AI model that can work with text, images, and video, could be the most important algorithm in Google’s history after PageRank, which vaulted the search engine into the public psyche and created a corporate giant.

By providing your information, you agree to our Terms of Use and our Privacy Policy. We use vendors that may also process your information to help provide our services. This site is protected by reCAPTCHA Enterprise and the Google Privacy Policy and Terms of Service apply. When people think https://chat.openai.com/ of Google, they often think of turning to us for quick factual answers, like “how many keys does a piano have? ” But increasingly, people are turning to Google for deeper insights and understanding — like, “is the piano or guitar easier to learn, and how much practice does each need?

Explore our collection to find out more about Gemini, the most capable and general model we’ve ever built. With Gemini, we’re one step closer to our vision of making Bard the best AI collaborator in the world. We’re excited to keep bringing the latest advancements into Bard, and to see how you use it to create, learn and explore.

Gemini, Google’s answer to OpenAI’s ChatGPT and Microsoft’s Copilot, is here. While it’s a solid option for research and productivity, it stumbles in obvious — and some not-so-obvious — places. Users can also incorporate Gemini Advanced into Google Meet calls and use it to create background images or use translated captions for calls involving a language barrier. Google has developed other AI services that have yet to be released to the public.

Today we’re starting to open access to Bard, an early experiment that lets you collaborate with generative AI. This follows our announcements from last week as we continue to google’s chatbot bring helpful AI experiences to people, businesses and communities. We’re starting to open access to Bard, an early experiment that lets you collaborate with generative AI.

Google’s AI chatbot for your Gmail inbox is rolling out on Android – The Verge

Google’s AI chatbot for your Gmail inbox is rolling out on Android.

Posted: Thu, 29 Aug 2024 23:37:06 GMT [source]

You can leverage the community to learn more and improve your chatbot functionality. Knowledge is shared and what chatbots learn is transferable to other bots. This empowers developers to create, test, and deploy natural language experiences.

You can use the three-dot menu button on the bottom-right to copy the response to your clipboard, to paste elsewhere. And finally, you can modify your question with the edit button in the top-right. If you’re unsure what to enter into the AI chatbot, there are a number of preselected questions you can choose, such as, “Draft a packing list for my weekend fishing and camping trip.” When Bard was first introduced last year it took longer to reach Europe than other parts of the world, reportedly due to privacy concerns from regulators there. The Gemini AI model that launched in December became available in Europe only last week. In a continuation of that pattern, the new Gemini mobile app launching today won’t be available in Europe or the UK for now.

We’ve learned a lot so far by testing Bard, and the next critical step in improving it is to get feedback from more people. The exact contents of X’s (now permanent) undertaking with the DPC have not been made public, but it’s assumed the agreement limits how it can use people’s data. Ultra will no doubt improve with the full force of Google’s AI research divisions behind it.

ChatGPT can also generate images with help from another OpenAI model called DALL-E 2. From today, Google’s Bard, a chatbot similar to ChatGPT, will be powered by Gemini Pro, a change the company says will make it capable of more advanced reasoning and planning. Today, a specialized version of Gemini Pro is being folded into a new version of AlphaCode, a “research product” generative tool for coding from Google DeepMind. The most powerful version of Gemini, Ultra, will be put inside Bard and made available through a cloud API in 2024. Gemini is described by Google as “natively multimodal,” because it was trained on images, video, and audio rather than just text, as the large language models at the heart of the recent generative AI boom are.

We’re releasing it initially with our lightweight model version of LaMDA. You can foun additiona information about ai customer service and artificial intelligence and NLP. This much smaller model requires significantly less computing power, enabling us to scale to more users, allowing for more feedback. We’ll combine external feedback with our own internal testing to make sure Bard’s responses meet a high bar for quality, safety and groundedness in real-world information. We’re excited for this phase of testing to help us continue to learn and improve Bard’s quality and speed.

google's chatbot

While conversations tend to revolve around specific topics, their open-ended nature means they can start in one place and end up somewhere completely different. A chat with a friend about a TV show could evolve into a discussion about the country where the show was filmed before settling on a debate about that country’s best regional cuisine. Let’s assume the user wants to drill into the comparison, which notes that unlike the user’s current device, the Pixel 7 Pro includes a 48 megapixel camera with a telephoto lens. ”, triggering the assistant to explain that this term refers to a lens that’s typically greater than 70mm in focal length, ideal for magnifying distant objects, and generally used for wildlife, sports, and portraits. Bard is a direct interface to an LLM, and we think of it as a complementary experience to Google Search. Bard is designed so that you can easily visit Search to check its responses or explore sources across the web.

LaMDA: our breakthrough conversation technology

After the transfer, the shopper isn’t burdened by needing to get the human up to speed. Gen App Builder includes Agent Assist functionality, which summarizes previous interactions and suggests responses as the shopper continues to ask questions. As a result, the handoff from the AI assistant to the human agent is smooth, and the shopper is able to complete their purchase, having had their concerns efficiently answered. Satisfied that the Pixel 7 Pro is a compelling upgrade, the shopper next asks about the trade-in value of their current device. Switching back  to responses grounded in the website content, the assistant answers with interactive visual inputs to help the user assess how the condition of their current phone could influence trade-in value. As the user asks questions, text auto-complete helps shape queries towards high-quality results.

Depending on your question, your response may be very brief or rather long and descriptive. At the top of your response, you should see three different drafts, which are alternative answers to your question. Gemini is rolling out on Android and iOS phones in the U.S. in English starting today, and will be fully available in the coming weeks. Starting next week, you’ll be able to access it in more locations in English, and in Japanese and Korean, with more countries and languages coming soon. Our mission with Bard has always been to give you direct access to our AI models, and Gemini represents our most capable family of models. Bard is now known as Gemini, and we’re rolling out a mobile app and Gemini Advanced with Ultra 1.0.

Another way to use it is to insert images and have the AI identify specific objects and locations. Simply type in text prompts like “Brainstorm ways to make a dish more delicious” or “Generate an image of a solar eclipse” in the dialogue box, and the model will respond accordingly within seconds. Business Insider compiled a Q&A that answers everything you may wonder about Google’s generative AI efforts. For over two decades, Google has made strides to insert AI into its suite of products. The tech giant is now making moves to establish itself as a leader in the emergent generative AI space. Gemini’s latest upgrade to Gemini should have taken care of all of the issues that plagued the chatbot’s initial release.

It draws on information from the web to provide fresh, high-quality responses. This chatbot platform provides a conversational AI chatbot and NLP (Natural Language Processing) to help you with customer experience. You can also use a visual builder interface and Tidio chatbot templates when building your bot to see it grow with every input you make. Like most AI chatbots, Gemini can code, answer math problems, and help with your writing needs. To access it, all you have to do is visit the Gemini website and sign into your Google account.

And it’s just the beginning — more to come in all of these areas in the weeks and months ahead. We’ve been working on an experimental conversational AI service, powered by LaMDA, that we’re calling Bard. And today, we’re taking another step forward by opening it up to trusted testers ahead of making it more widely available to the public in the coming weeks.

“We have basically come to a point where most LLMs are indistinguishable on qualitative metrics,” he points out. Despite the premium-sounding name, the Gemini Pro update for Bard is free to use. With ChatGPT, you can access the older AI models for free as well, but you pay a monthly subscription to access the most recent model, GPT-4. Google teased that its further improved model, Gemini Ultra, may arrive in 2024, and could initially be available inside an upgraded chatbot called Bard Advanced. No subscription plan has been announced yet, but for comparison, a monthly subscription to ChatGPT Plus with GPT-4 costs $20. The is one of the top chatbot platforms that was awarded the Loebner Prize five times, more than any other program.

That version, Gemini Ultra, is now being made available inside a premium version of Google’s chatbot, called Gemini Advanced. Accessing it requires a subscription to a new tier of the Google One cloud backup service called AI Premium. Typically, a $10 subscription to Google One comes with 2 terabytes of extra storage and other benefits; now that same package is available with Gemini Advanced thrown in for $20 per month.

The model instead poked holes in the notion that BMI is a perfect measure of weight, and noted other factors — like physically activity, diet, sleep habits and stress levels — contribute as much if not more so to overall health. Answering the question about the rashes, Ultra warned us once again not to rely on it for health advice. Full disclosure, we tested Ultra through Gemini Advanced, which according to Google occasionally routes Chat GPT certain prompts to other models. Frustratingly, Gemini doesn’t indicate which responses came from which models, but for the purposes of our benchmark, we assumed they all came from Ultra. Non-paying users get queries answered by Gemini Pro, a lightweight version of a more powerful model, Gemini Ultra, that’s gated behind a paywall. Google today released a technical report that provides some details of Gemini’s inner workings.

Neither ZDNET nor the author are compensated for these independent reviews. Indeed, we follow strict guidelines that ensure our editorial content is never influenced by advertisers. If you’ve received an email granting you access to Bard, you can either hit the blue Take it for a spin button in the email or go directly to bard.google.com. The first time you use Bard, you’ll be asked to agree to the terms and privacy policy set forth by Google. To join the Bard waitlist, make sure you’re signed into your Google account and go to bard.google.com on your phone, tablet or computer.

google's chatbot

Although it’s important to be aware of challenges like these, there are still incredible benefits to LLMs, like jumpstarting human productivity, creativity and curiosity. And so, when using Bard, you’ll often get the choice of a few different drafts of its response so you can pick the best starting point for you. You can continue to collaborate with Bard from there, asking follow-up questions.

google's chatbot

You can also contact leads, conduct drip campaigns, share links, and schedule messages. This way, campaigns become convenient, and you can send them in batches of SMS in advance. You can check out Tidio reviews and test our product for free to judge the quality for yourself. A guide to the crawlers was independently published.[14] It details four (4) distinctive crawler agents based on Web server directory index data – one (1) non-chrome and three (3) chrome crawlers. Suppose a shopper looking for a new phone visits a website that includes a chat assistant.

Here’s how to get access to Google Bard and use Google’s AI chatbot. Chatbot agencies that develop custom bots for businesses usually drive up your budget, so it might not be a good value for money for smaller businesses. Its Product Recommendation Quiz is used by Shopify on the official Shopify Hardware store. It is also GDPR & CCPA compliant to ensure you provide visitors with choice on their data collection.

Since then, we’ve also found that, once trained, LaMDA can be fine-tuned to significantly improve the sensibleness and specificity of its responses. Enterprise search apps and conversational chatbots are among the most widely-applicable generative AI use cases. Bard is powered by a research large language model (LLM), specifically a lightweight and optimized version of LaMDA, and will be updated with newer, more capable models over time.

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