Complete Roadmap to land a Data Scientist job in 2025

Phase 1: Build Foundations (3-6 months)

1. Learn Python programming basics
2. Understand statistics and mathematics concepts (linear algebra, calculus, probability)
3. Familiarize yourself with data visualization tools (Matplotlib, Seaborn)

Phase 2: Data Science Skills (6-9 months)

1. Master machine learning algorithms (scikit-learn, TensorFlow)
2. Learn data manipulation frameworks (Pandas, NumPy)
3. Study data visualization libraries (Plotly, Bokeh)
4. Understand database management systems (SQL, NoSQL)

Phase 3: Practice and Projects (3-6 months)

1. Work on personal projects (Kaggle competitions, datasets)
2. Participate in data science communities (GitHub, Reddit)
3. Build a portfolio showcasing skills

Phase 4: Job Preparation (1-3 months)

1. Update resume and online profiles (LinkedIn)
2. Practice whiteboarding and coding interviews
3. Prepare answers for common data science questions

Best Resources to learn Data Science 👇👇

Python Tutorial (http://pythontutorial.net/)

Interview Process for Data Science Role at Amazon (https://t.me/datascienceresourcestp/104)

Data Science Course (http://kaggle.com/learn) by Kaggle

Machine Learning Course (http://developers.google.com/machine-learning/crash-course) by Google

Best Data Science & Machine Learning Resources (https://topmate.io/learning_resources/1406977)

Python Interview Resources (https://t.me/pythonresourcestp/40)

Like for more ❤️

ENJOY LEARNING👍👍

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🇫🇮 🏴 Man used AI to make child abuse images

A Scottish court has sentenced telecoms worker Risto Bergman, 42, to an 18-month Community Payback Order for generating child sex abuse images using artificial intelligence. Originally from Finland, Bergman used a publicly available AI app and explicit search terms to create highly realistic images of young girls being abused. Prosecutors revealed that the app relied on a digital archive of real child abuse material shared by pedophiles online.

Some of the AI-generated images were classified as Category A, the UK’s most extreme level of abuse content. The material was discovered on a storage unit in Bergman’s former home in Paisley. Bergman pleaded guilty to the charges and was added to the sex offenders’ register, but avoided jail time. Prosecutor David Bernard emphasised that this was not a victimless crime, as each AI image depicted real children who had been abused to create the source material.

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UI UX Design Tips

Thread Here: https://t.me/designresourcestp/105

🎬 Top 5 Must-Subscribe YouTube Channels for Flutter Developers 🚀

1️⃣ The Net Ninja – Clear and concise Flutter tutorials, from beginner to advanced. Perfect for mastering the basics! 👨‍💻

2️⃣ Reso Coder – Deep dives into Flutter architecture, best practices, and clean code techniques. 🏗

3️⃣ Flutter (Official) – Stay updated with official tutorials, events, and Flutter releases straight from the source! 📢

4️⃣ CodeWithChris – Beginner-friendly tutorials with real-world Flutter app projects. Great for hands-on learning! 📱

5️⃣ Johannes Milke – Short and practical Flutter tips, covering widgets, packages, and UI design tricks. 💡

💥 Pro Tip: Watch and code along to speed up your Flutter skills! 🚀

Boost Your Flutter App Performance: https://t.me/mobiledevresourcestp/101

#flutter

Harvard CS50 – Free Computer Science Course (2023 Edition)

Here are the lectures included in this course:

Lecture 0 - Scratch
Lecture 1 - C
Lecture 2 - Arrays
Lecture 3 - Algorithms
Lecture 4 - Memory
Lecture 5 - Data Structures
Lecture 6 - Python
Lecture 7 - SQL
Lecture 8 - HTML, CSS, JavaScript
Lecture 9 - Flask
Lecture 10 - Emoji
Cybersecurity

Link: https://www.freecodecamp.org/news/harvard-university-cs50-computer-science-course-2023/

CS50 from Harvard
http://cs50.harvard.edu/x/2023/certificate/

NVIDIA FREE AI Certification Courses
https://t.me/techpsyche/617

IBM Free Certification Courses
https://tinyurl.com/42nau8jx

More Resources Here
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R

Ai agents vs agentic AI.

INDIA

📌Lexmark is hiring for Software Developer
Experience: 0 - 2 year's
Expected Salary: 8-16 LPA
Apply here: https://lexmark.wd1.myworkdayjobs.com/Lexmark/job/Lexmark-International-India/Software-Developer_R2840

WhatsApp Channel👇
https://whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d

Telegram Channel👇
https://t.me/jobsourceglobal

7 Baby steps to start with Machine Learning:

1. Start with Python
2. Learn to use Google Colab
3. Take a Pandas tutorial
4. Then a Seaborn tutorial
5. Decision Trees are a good first algorithm
6. Finish Kaggle's "Intro to Machine Learning"
7. Solve the Titanic challenge

ML Resources: t.me/mlresourcestp

corporateRuleInCaseOfFire

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𝗧𝗼𝗽 𝟱 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 🚀💻

* Data Science Foundations
* SQL for Data Science
* Python for Data Science
* Introduction to Data Science
* Data Science Projects 

𝐋𝐢𝐧𝐤 👇:- 

https://tinyurl.com/yzpdp26d

Enroll For FREE & Get Certified 🎓

Documentation as a Step towards Autonomy

Autonomy means less dependency on others. Fewer calls, chats and sync-ups. More asyncronous communication, more time and energy for your own tasks, less repeating questions and answers. Documentation helps in becoming more autonomous.

A team member wrote this on GitHub today: "It is updated according to the guidelines." That made me smile. We saved time – he didn't ask for clarifications, I didn't have to repeat what was already explained to others.

I've started documenting everything: guidelines, code style, decisions, statuses. It's not just about freeing memory; it's about efficiency. No more repeating the same instructions or solutions to new team members. Write it once, share when needed. Without documentation, we'd face longer reviews, more change requests, and additional development cycles. It's a good argument for the business to invest time into documentation.

Often people imagine documentation as big READMEs or large wiki pages. But it’s wrong: documentation can be be concise playbooks, simple .md files, or short comments in code.

What we document:
⁃ Anything easily forgotten
⁃ Complex features & solutions
⁃ Code style and UI / UX guidelines
⁃ Architecture and organizational rules (like PR templates and naming conventions)
⁃ Reusability guidelines
⁃ Specific API configurations
⁃ Release build procedures (so anyone can handle it if necessary)

Good Documentation:
⁃ Easy to understand for newcomers.
⁃ Uses complex terms only when necessary.
⁃ Has short sentences, no unnecessary words.
⁃ Directly focused on the topic.
⁃ Grammatically correct, clear formatting, and logical structure.
⁃ Contains helpful links and references.
⁃ Provides practical examples for clarity.
⁃ Is not that extensive and detailed so it is hardly maintainable

Documenting might not seem exciting, but it's super important. It turns what we know into something everyone can use. This way, if someone leaves or forgets, the project doesn't suffer. Good documentation makes sure the team can keep working smoothly, no matter what changes. It's all about making sure everyone's on the same page and can find what they need without hassle.

🔆 t.me/techpsyche

🍎 US lawmakers have concerns about Apple-Alibaba deal

U.S. lawmakers are raising eyebrows over Apple’s partnership with Alibaba to integrate Chinese AI into iPhones sold in China. The concern? Potential risks to national security and user privacy.

🗣The Deal in Question
• Apple plans to use Alibaba’s AI technology to power features on iPhones in China.
• U.S. officials worry this could enhance China’s AI capabilities and expand the reach of Chinese chatbots.

🕵️‍♂️ Lawmakers Seek Clarity
• The Trump administration and congressional officials have questioned Apple executives about data sharing and commitments to Chinese regulators.
• Apple executives reportedly couldn’t provide satisfactory answers.

🚨 National Security Concerns
• Representative Raja Krishnamoorthi described Alibaba as “a poster child for the Chinese Communist Party’s military-civil fusion strategy.”
• He criticized Apple’s lack of transparency regarding the agreement.

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KENYA

Flutter Developer at Fanisi HR Solutions

Location: Nairobi, Kenya
Job Type: Fulltime
Company: Fanisi HR Solutions

Apply Here:
https://fanisi.net/jobs/flutter-developer/

WhatsApp Channel👇
https://whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d

Telegram Channel👇
https://t.me/jobsourceglobal

[instanceof Trend] microsoftOpenSource

🔆 t.me/techpsyche

Top 20 Free APIs You Should Know as a Developer:

1. JSONPlaceholder – Fake online REST API for testing and prototyping
2. OpenWeather – Provides weather data for any location
3. NewsAPI – Fetch the latest news headlines and articles
4. REST Countries – Get information about countries like population, flags, etc.
5. Cat Facts API – Returns random cat facts
6. JokeAPI – Access programming, general, or dark jokes
7. Advice Slip API – Get random advice quotes
8. CoinGecko – Get real-time cryptocurrency data
9. PokeAPI – Access Pokémon data and details
10. SpaceX API – Get info on launches, rockets, and missions
11. Open Library API – Search books and authors from the Open Library
12. Bored API – Get random activity suggestions
13. Genderize API – Predict gender from a first name
14. Agify API – Predict age based on a name
15. IPify – Get your public IP address
16. Fake Store API – Dummy e-commerce product data
17. Animechan – Get random anime quotes
18. Public APIs – Search thousands of public APIs
19. Google Books API – Search books using Google Books
20. Giphy API – Get trending or random GIFs

Documentation & Autonomy: https://t.me/techpsyche/1204

Follow This WhatsApp Channel for More Resources:
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#api

😹😹From last week's story

UGANDA

Junior Software Developer Non-profit Jobs – Women in Technology Uganda (WITU)

Job Title: Junior Software Developer
Organisation: Women in Technology Uganda (WITU)
Duty Station: Kampala, Uganda

To apply, send your application to hr@witu.org

WhatsApp Channel👇
https://whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d

Telegram Channel👇
https://t.me/jobsourceglobal

OpenAI’s o3 model raises AI safety fears after sabotaging commands for its own self-preservation

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Every single day you should wake up and commit yourself to be a better person

justDoIt 🥲

Remote Front-End Engineer Job at Cork

Location: Remote

Responsibilities:
* Front-End Development: (React or Next.js)
* Web3 Integration
* UX Optimization
* Performance Optimization
* Ad-hoc Product Support

Apply Here:
https://kenyatrends.co.ke/2gej

Global Tech Jobs Here👇
https://t.me/jobsourceglobal

SHARE WITH YOUR FRIENDS🥳🥳