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Python Programming WhatsApp Channel. Perfect channel to learn Python Programming 👨💻👩💻
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- ✅ Free Courses
- ✅ Coding Projects
- ✅ Important Pdfs
- ✅ Artificial Intelligence Bootcamps
- ✅ Data Science Notes
- ✅ Latest Tech & AI Trends
For promotions, contact…
❤2👏1
🔥 AI Project Ideas 🔥
🎯 Image Caption Generator
🎯 AI Chatbot w/ Intent Detection
🎯 Fake News Detector (NLP)
🎯 Voice Emotion Recognition
🎯 Resume Screener (NLP)
🎯 Movie Recommender
🎯 Digit Recognition (MNIST)
🎯 AI Personal Assistant
🎯 Face Mask Detector
🎯 Text Summarizer (Transformer)
🎯 AI Resume Builder
✨ Join for more AI tools, resources & ideas! 🤖⚡
🎯 Image Caption Generator
🎯 AI Chatbot w/ Intent Detection
🎯 Fake News Detector (NLP)
🎯 Voice Emotion Recognition
🎯 Resume Screener (NLP)
🎯 Movie Recommender
🎯 Digit Recognition (MNIST)
🎯 AI Personal Assistant
🎯 Face Mask Detector
🎯 Text Summarizer (Transformer)
🎯 AI Resume Builder
✨ Join for more AI tools, resources & ideas! 🤖⚡
❤9🥰1
Top 21 skills to learn this year 👇
1. Artificial Intelligence and Machine Learning: Understanding AI algorithms and applications.
2. Data Science: Proficiency in tools like Python/ R, Jupyter Notebook, and GitHub, with the ability to apply data science algorithms to solve real-world problems.
3. Cybersecurity: Protecting data and systems from cyber threats.
4. Cloud Computing: Proficiency in platforms like AWS, Azure, and Google Cloud.
5. Blockchain Technology: Understanding blockchain architecture and applications beyond cryptocurrencies.
6. Digital Marketing: Expertise in SEO, social media, and online advertising.
7. Programming: Skills in languages such as Python, JavaScript, and Go.
8. UX/UI Design: Creating intuitive and effective user interfaces and experiences.
9. Consulting: Expertise in providing strategic advice, improving business processes, and implementing solutions to drive business growth.
10. Data Analysis and Visualization: Proficiency in tools like Excel, SQL, Tableau, and Power BI to analyze and present data effectively.
11. Business Analysis & Project Management: Using tools and methodologies like Agile and Scrum.
12. Remote Work Tools: Proficiency in tools for remote collaboration and productivity.
13. Financial Literacy: Understanding personal finance, investment, and cryptocurrencies.
14. Emotional Intelligence: Skills in empathy, communication, and relationship management.
15. Business Acumen: A deep understanding of how businesses operate, including strategic thinking, market analysis, and financial literacy.
16. Investment Banking: Knowledge of financial markets, valuation methods, mergers and acquisitions, and financial modeling.
17. Mobile App Development: Skills in developing apps for iOS and Android using Swift, Kotlin, or React Native.
18. Financial Management: Proficiency in financial planning, analysis, and tools like QuickBooks and SAP.
19. Web Development: Proficiency in front-end and back-end development using HTML, CSS, JavaScript, and frameworks like React, Angular, and Node.js.
20. Data Engineering: Skills in designing, building, and maintaining data pipelines and architectures using tools like Hadoop, Spark, and Kafka.
21. Soft Skills: Improving leadership, teamwork, and adaptability skills.
Join for more: 👇
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ENJOY LEARNING 👍👍
1. Artificial Intelligence and Machine Learning: Understanding AI algorithms and applications.
2. Data Science: Proficiency in tools like Python/ R, Jupyter Notebook, and GitHub, with the ability to apply data science algorithms to solve real-world problems.
3. Cybersecurity: Protecting data and systems from cyber threats.
4. Cloud Computing: Proficiency in platforms like AWS, Azure, and Google Cloud.
5. Blockchain Technology: Understanding blockchain architecture and applications beyond cryptocurrencies.
6. Digital Marketing: Expertise in SEO, social media, and online advertising.
7. Programming: Skills in languages such as Python, JavaScript, and Go.
8. UX/UI Design: Creating intuitive and effective user interfaces and experiences.
9. Consulting: Expertise in providing strategic advice, improving business processes, and implementing solutions to drive business growth.
10. Data Analysis and Visualization: Proficiency in tools like Excel, SQL, Tableau, and Power BI to analyze and present data effectively.
11. Business Analysis & Project Management: Using tools and methodologies like Agile and Scrum.
12. Remote Work Tools: Proficiency in tools for remote collaboration and productivity.
13. Financial Literacy: Understanding personal finance, investment, and cryptocurrencies.
14. Emotional Intelligence: Skills in empathy, communication, and relationship management.
15. Business Acumen: A deep understanding of how businesses operate, including strategic thinking, market analysis, and financial literacy.
16. Investment Banking: Knowledge of financial markets, valuation methods, mergers and acquisitions, and financial modeling.
17. Mobile App Development: Skills in developing apps for iOS and Android using Swift, Kotlin, or React Native.
18. Financial Management: Proficiency in financial planning, analysis, and tools like QuickBooks and SAP.
19. Web Development: Proficiency in front-end and back-end development using HTML, CSS, JavaScript, and frameworks like React, Angular, and Node.js.
20. Data Engineering: Skills in designing, building, and maintaining data pipelines and architectures using tools like Hadoop, Spark, and Kafka.
21. Soft Skills: Improving leadership, teamwork, and adaptability skills.
Join for more: 👇
https://t.iss.one/free4unow_backup
ENJOY LEARNING 👍👍
❤6👏1
🚀 C++ Project Ideas 🚀
🎯 To-Do List
🎯 Interactive Quiz Game
🎯 Stopwatch and Timer
🎯 Weather App using cURL
🎯 Expense Tracker with file storage
🎯 Image Carousel using Qt
🎯 Random Quote Generator
🎯 Music Player Interface
🎯 Password Generator
🎯 Note-Taking App
🎯 BMI Calculator
🎯 Live Search Filter
🎯 To-Do List
🎯 Interactive Quiz Game
🎯 Stopwatch and Timer
🎯 Weather App using cURL
🎯 Expense Tracker with file storage
🎯 Image Carousel using Qt
🎯 Random Quote Generator
🎯 Music Player Interface
🎯 Password Generator
🎯 Note-Taking App
🎯 BMI Calculator
🎯 Live Search Filter
❤7
✅ Graphic Design A-Z! 🎨✨
A: Alignment - Arranging elements in a straight line or in proper order, creating visual connection and organization.
B: Branding - The process of creating a unique identity for a business or product, encompassing its visual style, voice, and values.
C: Color Theory - The study of how colors interact with each other and how they affect human perception and emotions.
D: Design Principles - Fundamental rules that guide the creation of visually appealing and effective designs, such as balance, contrast, emphasis, and unity.
E: Elements of Design - The basic building blocks of visual communication, including line, shape, color, texture, space, and form.
F: Font - A specific typeface in a particular size and style, used to convey text and create visual hierarchy.
G: Grid Systems - A framework of horizontal and vertical lines used to structure and organize content on a page or layout.
H: Hierarchy - The arrangement of elements in a design to visually prioritize information and guide the viewer's eye.
I: Illustration - Hand-drawn or digitally created images used to enhance visual communication and storytelling.
J: JPEG (Joint Photographic Experts Group) - A common image file format used for photographs and complex graphics, known for its lossy compression.
K: Kerning - The adjustment of space between individual letters to improve readability and visual appeal.
L: Layout - The arrangement of visual elements on a page or screen to create a cohesive and effective design.
M: Mockup - A static, high-fidelity representation of a design used to visualize its appearance and functionality.
N: Negative Space (White Space) - The empty areas around and between design elements, used to create visual balance and improve readability.
O: Opacity - The degree to which an element is transparent, allowing underlying elements to show through.
P: Photoshop - A popular image editing software used for photo retouching, compositing, and creating graphics.
Q: Quality - The overall excellence or superiority of a design, reflecting its effectiveness, aesthetics, and technical execution.
R: Resolution - The number of pixels in an image, determining its level of detail and clarity.
S: Typography - The art and technique of arranging type to make written language legible, readable, and visually appealing.
T: Texture - The visual appearance or feel of a surface, adding depth and realism to designs.
U: UI (User Interface) - The visual elements of a design that allow users to interact with a software application or website.
V: Vector Graphics - Images created using mathematical equations, allowing them to be scaled without loss of quality.
W: Wireframe - A basic, low-fidelity representation of a website or application layout, focusing on structure and functionality.
X: X-Height - The height of lowercase letters in a typeface, excluding ascenders and descenders.
Y: Year-over-Year (YoY) - Comparing design trends and styles from one year to the next to identify emerging patterns.
Z: Z-Pattern Layout - A design technique that guides the viewer's eye along a "Z" shape, commonly used in web design to highlight key information.
Tap ❤️ for more!
A: Alignment - Arranging elements in a straight line or in proper order, creating visual connection and organization.
B: Branding - The process of creating a unique identity for a business or product, encompassing its visual style, voice, and values.
C: Color Theory - The study of how colors interact with each other and how they affect human perception and emotions.
D: Design Principles - Fundamental rules that guide the creation of visually appealing and effective designs, such as balance, contrast, emphasis, and unity.
E: Elements of Design - The basic building blocks of visual communication, including line, shape, color, texture, space, and form.
F: Font - A specific typeface in a particular size and style, used to convey text and create visual hierarchy.
G: Grid Systems - A framework of horizontal and vertical lines used to structure and organize content on a page or layout.
H: Hierarchy - The arrangement of elements in a design to visually prioritize information and guide the viewer's eye.
I: Illustration - Hand-drawn or digitally created images used to enhance visual communication and storytelling.
J: JPEG (Joint Photographic Experts Group) - A common image file format used for photographs and complex graphics, known for its lossy compression.
K: Kerning - The adjustment of space between individual letters to improve readability and visual appeal.
L: Layout - The arrangement of visual elements on a page or screen to create a cohesive and effective design.
M: Mockup - A static, high-fidelity representation of a design used to visualize its appearance and functionality.
N: Negative Space (White Space) - The empty areas around and between design elements, used to create visual balance and improve readability.
O: Opacity - The degree to which an element is transparent, allowing underlying elements to show through.
P: Photoshop - A popular image editing software used for photo retouching, compositing, and creating graphics.
Q: Quality - The overall excellence or superiority of a design, reflecting its effectiveness, aesthetics, and technical execution.
R: Resolution - The number of pixels in an image, determining its level of detail and clarity.
S: Typography - The art and technique of arranging type to make written language legible, readable, and visually appealing.
T: Texture - The visual appearance or feel of a surface, adding depth and realism to designs.
U: UI (User Interface) - The visual elements of a design that allow users to interact with a software application or website.
V: Vector Graphics - Images created using mathematical equations, allowing them to be scaled without loss of quality.
W: Wireframe - A basic, low-fidelity representation of a website or application layout, focusing on structure and functionality.
X: X-Height - The height of lowercase letters in a typeface, excluding ascenders and descenders.
Y: Year-over-Year (YoY) - Comparing design trends and styles from one year to the next to identify emerging patterns.
Z: Z-Pattern Layout - A design technique that guides the viewer's eye along a "Z" shape, commonly used in web design to highlight key information.
Tap ❤️ for more!
❤13
Want to build your own AI agent?
Here is EVERYTHING you need. One enthusiast has gathered all the resources to get started:
📺 Videos,
📚 Books and articles,
🛠️ GitHub repositories,
🎓 courses from Google, OpenAI, Anthropic and others.
Topics:
- LLM (large language models)
- agents
- memory/control/planning (MCP)
All FREE and in one Google Docs: https://docs.google.com/document/d/16G3aIWrNCi84IWZx0jtYtg-skPGZQGK2PvTrul5VV_o
Double Tap ❤️ For More
Here is EVERYTHING you need. One enthusiast has gathered all the resources to get started:
📺 Videos,
📚 Books and articles,
🛠️ GitHub repositories,
🎓 courses from Google, OpenAI, Anthropic and others.
Topics:
- LLM (large language models)
- agents
- memory/control/planning (MCP)
All FREE and in one Google Docs: https://docs.google.com/document/d/16G3aIWrNCi84IWZx0jtYtg-skPGZQGK2PvTrul5VV_o
Double Tap ❤️ For More
❤17👍3
The program for the 10th AI Journey 2025 international conference has been unveiled: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the future—they are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
❤4👍1
🧑💻 Top 5 Beginner Projects to Boost Your Tech Skills in 2025 🚀✨
1️⃣ Personal Portfolio Website
Showcase your skills, projects, and resume in one place.
Tech: HTML, CSS, JavaScript, React (optional)
2️⃣ To-Do List App
Build a simple app to manage tasks with add, delete, and mark done features.
Tech: JavaScript or Python (Flask/Django)
3️⃣ Weather App
Fetch real-time weather data using APIs and display it with a clean UI.
Tech: JavaScript + OpenWeatherMap API
4️⃣ Chat Application
Create a basic chat app for real-time messaging.
Tech: Node.js + Socket.io or Firebase
5️⃣ Blog Platform
Write, edit, and delete blog posts with user authentication.
Tech: Python (Django/Flask) or JavaScript (Node.js + Express)
✨ Start small, build consistently, and learn by doing!
💬 Double Tap ❤️ For More!
1️⃣ Personal Portfolio Website
Showcase your skills, projects, and resume in one place.
Tech: HTML, CSS, JavaScript, React (optional)
2️⃣ To-Do List App
Build a simple app to manage tasks with add, delete, and mark done features.
Tech: JavaScript or Python (Flask/Django)
3️⃣ Weather App
Fetch real-time weather data using APIs and display it with a clean UI.
Tech: JavaScript + OpenWeatherMap API
4️⃣ Chat Application
Create a basic chat app for real-time messaging.
Tech: Node.js + Socket.io or Firebase
5️⃣ Blog Platform
Write, edit, and delete blog posts with user authentication.
Tech: Python (Django/Flask) or JavaScript (Node.js + Express)
✨ Start small, build consistently, and learn by doing!
💬 Double Tap ❤️ For More!
❤16👍1🔥1
Tune in to the 10th AI Journey 2025 international conference: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the future—they are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on “Generative AI in Healthcare”
- Nebojša Bačanin Džakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of São Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of transcriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation entitled “AI in the New Era: From Basics to Trends, Opportunities, and Global Cooperation”.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on “Generative AI in Healthcare”
- Nebojša Bačanin Džakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of São Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of transcriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation entitled “AI in the New Era: From Basics to Trends, Opportunities, and Global Cooperation”.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
❤5
✅ 7 Steps to Build a Coding Project from Scratch 💻🚀
1️⃣ Choose a Real-World Problem
⦁ Pick something useful or fun:
⦁ To-Do App
⦁ Expense Tracker
⦁ Weather Dashboard
⦁ Quiz Game
2️⃣ Plan Your Features
⦁ Write down what the app should do
⦁ Example: Add task, mark complete, delete task
3️⃣ Select Your Tech Stack
⦁ Frontend: HTML, CSS, JavaScript / React
⦁ Backend: Node.js / Python / PHP
⦁ Database: MongoDB / MySQL / Firebase
4️⃣ Design the UI
⦁ Use pen-paper or Figma
⦁ Keep it clean and user-friendly
5️⃣ Start Coding (One Feature at a Time)
⦁ Break project into modules
⦁ Test as you build
⦁ Use version control (Git + GitHub)
6️⃣ Add Finishing Touches
⦁ Responsive design
⦁ Input validations
⦁ Dark mode (optional 😉)
7️⃣ Deploy & Share
⦁ Use Netlify, Vercel, or GitHub Pages
⦁ Add project to your portfolio
⦁ Write a short blog or README
💡 Pro Tip: Don’t aim for perfection — just launch, then improve!
💬 Tap ❤️ for more!
1️⃣ Choose a Real-World Problem
⦁ Pick something useful or fun:
⦁ To-Do App
⦁ Expense Tracker
⦁ Weather Dashboard
⦁ Quiz Game
2️⃣ Plan Your Features
⦁ Write down what the app should do
⦁ Example: Add task, mark complete, delete task
3️⃣ Select Your Tech Stack
⦁ Frontend: HTML, CSS, JavaScript / React
⦁ Backend: Node.js / Python / PHP
⦁ Database: MongoDB / MySQL / Firebase
4️⃣ Design the UI
⦁ Use pen-paper or Figma
⦁ Keep it clean and user-friendly
5️⃣ Start Coding (One Feature at a Time)
⦁ Break project into modules
⦁ Test as you build
⦁ Use version control (Git + GitHub)
6️⃣ Add Finishing Touches
⦁ Responsive design
⦁ Input validations
⦁ Dark mode (optional 😉)
7️⃣ Deploy & Share
⦁ Use Netlify, Vercel, or GitHub Pages
⦁ Add project to your portfolio
⦁ Write a short blog or README
💡 Pro Tip: Don’t aim for perfection — just launch, then improve!
💬 Tap ❤️ for more!
❤14🔥1
✅ Top 5 Habits of Successful Programmers 💡👨💻
1️⃣ Practice Daily
Code every day, even for 30 minutes. Consistency builds skill faster than long weekly sessions.
2️⃣ Build Real Projects
Create simple apps, games, or tools. Projects help apply concepts and boost confidence.
3️⃣ Read Documentation
Strong coders don’t rely on tutorials forever. They read docs to learn and troubleshoot.
4️⃣ Ask Questions Wisely
When stuck, search first. If needed, ask with clear context and code snippets.
5️⃣ Write Clean Code
Use meaningful names, comments, and organize code. Clean code is easier to debug and scale.
💬 Tap ❤️ for more!
1️⃣ Practice Daily
Code every day, even for 30 minutes. Consistency builds skill faster than long weekly sessions.
2️⃣ Build Real Projects
Create simple apps, games, or tools. Projects help apply concepts and boost confidence.
3️⃣ Read Documentation
Strong coders don’t rely on tutorials forever. They read docs to learn and troubleshoot.
4️⃣ Ask Questions Wisely
When stuck, search first. If needed, ask with clear context and code snippets.
5️⃣ Write Clean Code
Use meaningful names, comments, and organize code. Clean code is easier to debug and scale.
💬 Tap ❤️ for more!
❤16👍2
Sometimes reality outpaces expectations in the most unexpected ways.
While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collection—full weights, code, and commercial rights included.
✅ No API paywalls.
✅ No usage restrictions.
✅ Just four complete model families ready to run in your private infrastructure, fine-tuned on your data, serving your specific needs.
What makes this release remarkable isn't merely the technical prowess, but the quiet confidence behind sharing it openly when others are building walls. Find out more in the article from the developers.
GigaChat Ultra Preview: 702B-parameter MoE model (36B active per token) with 128K context window. Trained from scratch, it outperforms DeepSeek V3.1 on specialized benchmarks while maintaining faster inference than previous flagships. Enterprise-ready with offline fine-tuning for secure environments.
GitHub | HuggingFace | GitVerse
GigaChat Lightning offers the opposite balance: compact yet powerful MoE architecture running on your laptop. It competes with Qwen3-4B in quality, matches the speed of Qwen3-1.7B, yet is significantly smarter and larger in parameter count.
Lightning holds its own against the best open-source models in its class, outperforms comparable models on different tasks, and delivers ultra-fast inference—making it ideal for scenarios where Ultra would be overkill and speed is critical. Plus, it features stable expert routing and a welcome bonus: 256K context support.
GitHub | Hugging Face | GitVerse
Kandinsky 5.0 brings a significant step forward in open generative models. The flagship Video Pro matches Veo 3 in visual quality and outperforms Wan 2.2-A14B, while Video Lite and Image Lite offer fast, lightweight alternatives for real-time use cases. The suite is powered by K-VAE 1.0, a high-efficiency open-source visual encoder that enables strong compression and serves as a solid base for training generative models. This stack balances performance, scalability, and practicality—whether you're building video pipelines or experimenting with multimodal generation.
GitHub | GitVerse | Hugging Face | Technical report
Audio gets its upgrade too: GigaAM-v3 delivers speech recognition model with 50% lower WER than Whisper-large-v3, trained on 700k hours of audio with punctuation/normalization for spontaneous speech.
GitHub | HuggingFace | GitVerse
Every model can be deployed on-premises, fine-tuned on your data, and used commercially. It's not just about catching up – it's about building sovereign AI infrastructure that belongs to everyone who needs it.
While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collection—full weights, code, and commercial rights included.
✅ No API paywalls.
✅ No usage restrictions.
✅ Just four complete model families ready to run in your private infrastructure, fine-tuned on your data, serving your specific needs.
What makes this release remarkable isn't merely the technical prowess, but the quiet confidence behind sharing it openly when others are building walls. Find out more in the article from the developers.
GigaChat Ultra Preview: 702B-parameter MoE model (36B active per token) with 128K context window. Trained from scratch, it outperforms DeepSeek V3.1 on specialized benchmarks while maintaining faster inference than previous flagships. Enterprise-ready with offline fine-tuning for secure environments.
GitHub | HuggingFace | GitVerse
GigaChat Lightning offers the opposite balance: compact yet powerful MoE architecture running on your laptop. It competes with Qwen3-4B in quality, matches the speed of Qwen3-1.7B, yet is significantly smarter and larger in parameter count.
Lightning holds its own against the best open-source models in its class, outperforms comparable models on different tasks, and delivers ultra-fast inference—making it ideal for scenarios where Ultra would be overkill and speed is critical. Plus, it features stable expert routing and a welcome bonus: 256K context support.
GitHub | Hugging Face | GitVerse
Kandinsky 5.0 brings a significant step forward in open generative models. The flagship Video Pro matches Veo 3 in visual quality and outperforms Wan 2.2-A14B, while Video Lite and Image Lite offer fast, lightweight alternatives for real-time use cases. The suite is powered by K-VAE 1.0, a high-efficiency open-source visual encoder that enables strong compression and serves as a solid base for training generative models. This stack balances performance, scalability, and practicality—whether you're building video pipelines or experimenting with multimodal generation.
GitHub | GitVerse | Hugging Face | Technical report
Audio gets its upgrade too: GigaAM-v3 delivers speech recognition model with 50% lower WER than Whisper-large-v3, trained on 700k hours of audio with punctuation/normalization for spontaneous speech.
GitHub | HuggingFace | GitVerse
Every model can be deployed on-premises, fine-tuned on your data, and used commercially. It's not just about catching up – it's about building sovereign AI infrastructure that belongs to everyone who needs it.
❤5
✅ Top 5 Mistakes to Avoid When Learning Data Structures & Algorithms ❌🧠
1️⃣ Memorizing Without Understanding
Just cramming code isn’t effective. Focus on why a solution works, not just how. Understanding concepts beats rote memorization.
2️⃣ Ignoring Time & Space Complexity
Big-O notation matters. Skipping it risks writing code that works but performs poorly in real-life large data scenarios.
3️⃣ Not Practicing Enough
Reading solutions isn't the same as solving problems. You must struggle, debug, and iterate for genuine learning and skill-building.
4️⃣ Avoiding Hard Problems
Sticking to easy problems limits growth. Challenge yourself with medium and hard problems to improve problem-solving skills.
5️⃣ Skipping Real-World Application
Don’t just solve abstract problems. Apply DSA concepts to real projects like optimizing search, sorting data, or efficient API building to see practical impact.
💬 Tap ❤️ for more!
1️⃣ Memorizing Without Understanding
Just cramming code isn’t effective. Focus on why a solution works, not just how. Understanding concepts beats rote memorization.
2️⃣ Ignoring Time & Space Complexity
Big-O notation matters. Skipping it risks writing code that works but performs poorly in real-life large data scenarios.
3️⃣ Not Practicing Enough
Reading solutions isn't the same as solving problems. You must struggle, debug, and iterate for genuine learning and skill-building.
4️⃣ Avoiding Hard Problems
Sticking to easy problems limits growth. Challenge yourself with medium and hard problems to improve problem-solving skills.
5️⃣ Skipping Real-World Application
Don’t just solve abstract problems. Apply DSA concepts to real projects like optimizing search, sorting data, or efficient API building to see practical impact.
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