Complete Roadmap to learn Generative AI in 2 months 👇👇

Weeks 1-2: Foundations
1. Learn Basics of Python: If not familiar, grasp the fundamentals of Python, a widely used language in AI.
2. Understand Linear Algebra and Calculus: Brush up on basic linear algebra and calculus as they form the foundation of machine learning.

Weeks 3-4: Machine Learning Basics
1. Study Machine Learning Fundamentals: Understand concepts like supervised learning, unsupervised learning, and evaluation metrics.
2. Get Familiar with TensorFlow or PyTorch: Choose one deep learning framework and learn its basics.

Weeks 5-6: Deep Learning
1. Neural Networks: Dive into neural networks, understanding architectures, activation functions, and training processes.
2. CNNs and RNNs: Learn Convolutional Neural Networks (CNNs) for image data and Recurrent Neural Networks (RNNs) for sequential data.

Weeks 7-8: Generative Models
1. Understand Generative Models: Study the theory behind generative models, focusing on GANs (Generative Adversarial Networks) and VAEs (Variational Autoencoders).
2. Hands-On Projects: Implement small generative projects to solidify your understanding. Experimenting with generative models will give you a deeper understanding of how they work. You can use platforms such as Google's Colab or Kaggle to experiment with different types of generative models.

Additional Tips:
- Read Research Papers: Explore seminal papers on GANs and VAEs to gain a deeper insight into their workings.
- Community Engagement: Join AI communities on platforms like Reddit or Stack Overflow to ask questions and learn from others.

Pro Tip: Roadmap won't help unless you start working on it consistently. Start working on projects as early as possible.

2 months are good as a starting point to get grasp the basics of Generative AI but mastering it is very difficult as AI keeps evolving every day.

Best Resources to learn Generative AI 👇👇

Google Cloud Generative AI Path (https://www.cloudskillsboost.google/paths/118)

AI,Data Science & ML Resources: https://topmate.io/learning_resources/1406977

AI, ML & Deep Learning (httpst.me/airesourcestp/24)

NVIDIA AI & LLM Courses: https://intercomuniversity.com/free-courses/artificial-intelligence/nvidia-is-offering-6-ai-llm-courses-for-free/

Learn Python for Free (https://t.me/pythonresourcestp/22)

AI Cheat Sheet: https://t.me/airesourcestp/15

Prompt Engineering Course (https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/)

Prompt Engineering Guide (https://www.promptingguide.ai/)

Data Science Course (https://365datascience.pxf.io/Z6KDgk)

Machine Learning with Python Free Course (https://www.freecodecamp.org/learn/machine-learning-with-python/)

Machine Learning Free Book (https://t.me/mlresourcestp/16)

Resources WhatsApp channel (https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R)

Hands-on Machine Learning (https://t.me/mlresourcestp/19)

Deep Learning Nanodegree Program with Real-world Projects (https://www.udacity.com/course/deep-learning-nanodegree--nd101)

Like this post for more roadmaps ❤️

ENJOY LEARNING👍👍

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A brief history of AI

BEST AI TRANSLATORS

๏ Wordvice AI Translator (https://wordvice.ai/tools/translate): AI-powered translator for instant, accurate translations between any languages using neural machine translation. Ensures natural, precise results.

๏ Alexa Translations (https://alexatranslations.com/): Top tool for legal and financial industries, often integrated into human translator's services. Translates documents in seconds.

๏ Bing Microsoft Translator (https://www.bing.com/translator): Offers text and speech translation via the cloud with over 100 language support. Distinguishes itself by options for image, voice and link translations.

๏ Taia (https://taia.io/): Combines AI with human translators for 97 language support. Provides instant rate estimates with 99.4% satisfaction. Supports long-term translation projects.

๏ Mirai Translate (https://miraitranslate.com/): Cloud-based API for neural machine translations used by large corporations. Compatible with multiple file formats and languages.

๏ Sonix (https://sonix.ai/translation): Audio translator that converts, edits and organizes audio files for video creators. Allows tweaking transcripts before automated translation.

๏ Google Lens (https://lens.google/): Real-time translation of over 100 languages using the camera. Translate text on signs, menus, and documents instantly. Integrated into Google Photos and the Google app for translating saved images and screenshots.

๏ Google Translate (https://translate.google.com/): Free online machine translation tool that allows you to translate text, documents, and websites from one language into another. Provides translation for over 100 languages.

๏ DeepL (https://www.deepl.com/en/translator): Translates 25+ languages with no text limit. Known for its accurate translations, intuitive interface and integration into Windows and iOS. Retains formatting of original document.

๏ Machine Translation (https://www.machinetranslation.com/): Unique tool that analyzes and recommends the best machine translation for any text/language pair using GPT-4. Considers context and nuances to improve accuracy.

26 Top AI Tools👇
https://t.me/airesourcestp/79

Top AI Tools for Marketers👇
https://t.me/airesourcestp/78

More Resources Here:
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Looks like a meme but the truth is....Most CS degree students can't even create this 🥲

I got a lot of request from users asking for help in refining resume. So, I thought to share some valuable tips in this post itself for everyone's benefit.

Here are some few key points to note while refining your resume:

Format and Design: Keep your resume clean and professional. Use a modern and easy-to-read font. Utilize clear headings and bullet points for a structured look.

Contact Information: Include your name, phone number, professional email address, and LinkedIn profile (if applicable) at the top of the resume.

Summary or Objective: Write a concise summary or objective statement that highlights your career goals and what you bring to the table.

Professional Experience: List your work experience in reverse chronological order (most recent first). Use action verbs to describe your accomplishments and focus on quantifiable achievements.

Skills: Highlight relevant technical and soft skills. Tailor this section to the specific job you're applying for.

Education: Include your educational background, listing your most recent degree first. Mention any honors or relevant coursework.

Certifications and Training: If you have relevant certifications or training, list them here.

Projects or Portfolio: Showcase any significant projects or a portfolio of your work if it's relevant to the position.

Keywords: Customize your resume for each job application by incorporating keywords from the job posting. This can help your resume pass through applicant tracking systems (ATS).

Proofread: Carefully proofread your resume for grammar and spelling errors. Consider having someone else review it as well.

Tailor Each Resume: Customize your resume for each job application to emphasize the skills and experiences most relevant to that position.

Quantify Achievements: Whenever possible, use specific numbers or percentages to quantify your achievements. This adds credibility to your claims.

Use Action Words: Start bullet points with strong action verbs like "managed," "achieved," "led," etc.

Keep it Concise: Aim for a resume length of one page for less experienced candidates and up to two pages for more experienced professionals.

Update Regularly: Continuously update your resume to reflect your latest experiences and accomplishments.

Seek Feedback: Don't hesitate to seek feedback from mentors, career advisors, or professional colleagues to improve your resume.

Remember that your resume is your marketing tool, so it should effectively communicate your qualifications and value to potential employers. Tailoring it to each job application and staying up-to-date with current resume trends is crucial for success in 2025.

Hope it helps :)

Sample email template to reach out to HR’s as fresher: t.me/techpsyche/1900

10 CV Mistakes You Need to Avoid: t.me/techpsyche/475

All the best 👍👍

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Good? Bad? or Ugly?

🌟 𝗠𝗮𝘀𝘁𝗲𝗿 𝗧𝗵𝗲𝘀𝗲 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹 𝗟𝗶𝗻𝘂𝘅 𝗖𝗼𝗺𝗺𝗮𝗻𝗱𝘀 𝗳𝗼𝗿 𝗮 𝗦𝗺𝗼𝗼𝘁𝗵𝗲𝗿 𝗧𝗲𝗰𝗵 𝗝𝗼𝘂𝗿𝗻𝗲𝘆! 🚀

In the world of tech, knowing Linux commands can be a GAME-CHANGER. Whether you’re a Data Engineer, Developer, or Analyst, these are the commands that will save you time and make you look like a pro:

🛠 File Management:
1️⃣ ls - List files in a directory
2️⃣ mkdir - Create directories
3️⃣ rm - Remove files or directories

💻 System Monitoring:
4️⃣ top - Display active processes
5️⃣ df -h - Check disk space usage
6️⃣ free -m - Monitor RAM usage

📁 Text Processing:
7️⃣ cat - View contents of a file
8️⃣ grep - Search for specific text in files
9️⃣ awk - Pattern scanning and text processing

🔑 Permissions & Ownership:
🔟 chmod - Change file permissions
1️⃣1️⃣ chown - Change file ownership

🔌 Networking:
1️⃣2️⃣ ping - Test connectivity
1️⃣3️⃣ curl - Transfer data from/to servers

🔹 Pro Tip: Save time by mastering shortcuts like Ctrl+C (stop process) and Tab (autocomplete).

Cybersecurity Roadmap: t.me/zerotrusthackers/238

Useful Wireshark Filters: t.me/zerotrusthackers/232

Roadmap to Become Bug Hunter: t.me/zerotrusthackers/230

Join for more Linux resources: whatsapp.com/channel/0029VaxVv551iUxRku094918

Imagine this

How can I spot a bullish trend in the crypto market?

To spot a bullish trend in the crypto market, look for increasing prices, higher highs, and higher lows on the price chart. Analyzing moving averages, positive trading volume, and bullish indicators like the Relative Strength Index (RSI) can also provide confirmation. Keep in mind that no method guarantees success, so consider using a combination of technical analysis tools for a more comprehensive assessment.

Exploring the Benefits of Non-Recourse Loans in Crypto: t.me/cryptostract/160

What are the signs of a bearish trend in the crypto market?: t.me/cryptostract/163

Candlestick patterns: t.me/cryptostract/159

More Resources Here:
whatsapp.com/channel/0029VajB00n0LKZ7cSloGR1M

Countries with the Tallest Men

Make the walk your “mental commit”

Move, relax, and regenerate your energy.
Let the screen fade and your thoughts settle.
Each step helps you close the code loops in your head.
You’re not just walking, you’re syncing body and mind for tomorrow’s push.

🔆 t.me/techpsyche

GHANA🇬🇭 BRAC Ghana Savings & Loans Ltd

IT Service Officer

Organization: BRAC Ghana Savings & Loans Ltd
📍Location: Abuakwa, Ghana

How To Apply:
All qualified and interested persons should send their cover letters and CVs along with photocopies of educational certificates to bgslhirings23@gmail.com by 18th October, 2026

Telegram Channel👇
t.me/jobsourceglobal

WhatsApp Channel👇
whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d

Transform

The best quality a developer can have isn’t knowing every framework, it’s the ability to figure things out.

Debugging, tracing root causes and understanding why things break. That’s where real skill shows. Tools change, but problem-solving doesn’t.

🔆 t.me/techpsyche

* Setbacks in your twenties sharpen the discipline you’ll need in your thirties.

* Failed ideas teach you to recognize real opportunities when they finally appear.

* Times of isolation train you to value the right relationships, not the loudest ones.

* Financial pressure forces you to build habits that prosperity alone would never teach you.

* Being underestimated gives you the quiet space to build skills without noise or expectation.

* Rejection aligns you with paths you were meant to grow in, not just paths you wanted.

7 Habits to outgrow anyone: t.me/theworldpoint/39

More Growth Tips Here 👇
whatsapp.com/channel/0029VasaQtVGehEUFsVWAn3L

Insane!🙆Tesla Roadster!!

Tesla is overworking 😂