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Forwarded from Python Resources TP
What is Python?

- Python is a programming language ๐Ÿ

- It's known for being easy to learn and read ๐Ÿ“–

- You can use it for web development, data analysis, artificial intelligence, and more ๐Ÿ’ป๐ŸŒ๐Ÿ“Š

- Python is like writing instructions for a computer in a clear and simple way ๐Ÿ“๐Ÿ’ก

- Python supports working with a lot of data, making it great for projects that involve big data and statistics ๐Ÿ“ˆ๐Ÿ”

- It has a huge community, which means lots of support and resources for learners ๐ŸŒ๐Ÿค

- Python is versatile; it's used in scientific fields, finance, and even in making movies and video games ๐Ÿงช๐Ÿ’ฐ๐ŸŽฌ๐ŸŽฎ

- It can run on different platforms like Windows, macOS, Linux, and even Raspberry Pi ๐Ÿ–ฅ๏ธ๐Ÿ๐Ÿง๐Ÿ“

- Python has many libraries and frameworks that help speed up the development process for web applications, machine learning, and more ๐Ÿ› ๏ธ๐Ÿš€

Python Resources: t.me/pythonresourcestp
๐Ÿ‘1
Being a "real" data scientist isn't about:

- Your degrees
- Knowing every algorithm
- Building complex models

It's about:

- Solving real problems
- Using the right tool (sometimes it's SQL!)
- Delivering actual value

Data Science Resources: t.me/datascienceresourcestp
๐Ÿ‘1
Top 10 Computer Vision Project Ideas
1. Edge Detection
2. Photo Sketching
3. Detecting Contours
4. Collage Mosaic Generator
5. Barcode and QR Code Scanner
6. Face Detection
7. Blur the Face
8. Image Segmentation
9. Human Counting with OpenCV
10. Colour Detection
More Resources: t.me/AIResourcesTP
๐—ง๐—ผ๐—ฝ ๐Ÿญ๐Ÿฑ ๐—š๐—ฎ๐—บ๐—ฒ ๐——๐—ฒ๐˜ƒ ๐—Ÿ๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ๐˜€
1. C++: AAA games (Unreal)
2. C#: Unity, indie game
3. JavaScript: Web game
4. Java: Android game
5. Python: Prototypes (Pygame)
6. Lua: Scripting (Roblox)
7. Swift: iOS games
8. Objective-C: Legacy iOS/macOS
9. Rust: System-level (Amethyst)
10. Go: Multiplayer servers
11. HTML5 + JS: Simple 2D games
12. Kotlin: Android apps
13. Haxe: Cross-platform 2D
14. TypeScript: Scalable web games
15. Ruby: Lightweight 2D games
More Resources: t.me/techpsyche
You could completely change your life by the end of this year.

You could take another job, start learning a new language or skill, cut out junk food and start working out. You can do anything!

You have 100% control over your life.

Sometimes it doesn't feel like it. Like your life is passing you by, but you could make huge changes today that could effect the rest of your life.

Make a plan and do it!
Here are some free coding resources:

1. Codecademy: Interactive coding lessons.

2. freeCodeCamp: Comprehensive web development curriculum.

3. Coursera and edX: Free audit options for courses.

4. MIT OpenCourseWare: Free course materials from MIT.

5. Khan Academy: Beginner-friendly coding lessons.

6. MDN Web Docs: Web development documentation.

7. GitHub Learning Lab: Hands-on Git and coding courses.

8. W3Schools: Tutorials and reference for web technologies.

9. Hackerrank: Coding challenges and competitions.

10. Project Euler: Math-based coding problems.

11. YouTube: Many coding tutorial channels available.

More Resources Here: t.me/techpsyche
Sample email template to reach out to HRโ€™s as fresher

Hi Jasneet,

I recently came across your LinkedIn post seeking a React.js developer intern, and I am writing to express my interest in the position at Airtel. As a recent graduate, I am eager to begin my career and am excited about the opportunity.

I am a quick learner and have developed a strong set of dynamic and user-friendly web applications using various technologies, including HTML, CSS, JavaScript, Bootstrap, React.js, Vue.js, PHP, and MySQL. I am also well-versed in creating reusable components, implementing responsive designs, and ensuring cross-browser compatibility.

I am confident that my eagerness to learn and strong work ethic will make me an asset to your team.

I have attached my resume for your review. Thank you for considering my application. I look forward to hearing from you soon.

Thanks!

I hope you will found this helpful ๐Ÿ™‚

Message: +254781819388 if you need help creating a CV or Resume, Revamping your CV, ATS CV and Cover Letter.
Small Cost will be Charged
There has never been a better time to become a data analyst.

Tackle the tools:

- Excel
- SQL
- PowerBI/Tableau
- Python/R

Sharpen these soft skills:

- Communication
- Storytelling
- Critical thinking
- Business acumen

And let your journey begin.
Top 15 advanced Power BI interview questions

1. Explain the concept of row-level security in Power BI and how to implement it.

2. What are calculated tables in Power BI, and when would you use them?

3. Describe the differences between DirectQuery, Live Connection, and Import Data storage modes in Power BI.

4. How can you optimize the performance of a Power BI report or dashboard with large datasets?

5. What is the DAX language, and how is it used in Power BI? Provide an example of a complex DAX calculation.

6. Explain the role of Power Query in data transformation within Power BI. What are some common data cleansing techniques in Power Query?

7. What is the purpose of the Power BI Data Model, and how do relationships between tables impact report development?

8. How can you create custom visuals or extensions in Power BI? Provide an example of when you would use custom visuals.

9. Describe the steps involved in setting up Power BI Gateway and its significance in a corporate environment.

10. What are the differences between Power BI Desktop, Power BI Service, and Power BI Mobile? How do they work together in a typical Power BI workflow?

11. Discuss the process of incremental data refresh in Power BI and its benefits.

12. How can you implement dynamic security roles in Power BI, and why might you need them in a multi-user environment?

13. What are Power BI paginated reports, and when would you choose to use them over standard interactive reports?

14. Explain the concept of drill-through in Power BI, including its configuration and use cases.

15. How can you integrate Power BI with other Microsoft products, such as Azure Data Lake Storage or SharePoint?

Hope you'll like it

Like this post if you need more resources like this ๐Ÿ‘โค๏ธ
IT and Systems Admin Needed at Luton Hospital

Luton Hospital is looking for a skilled IT and Systems Administrator to join their team!
Key Responsibilities:
๐Ÿ”น Ensure smooth operation of IT infrastructure
๐Ÿ”น Manage hospital information systems
๐Ÿ”น Maintain data security & provide technical support
๐Ÿ”น Ensure compliance with healthcare regulations
Requirements:
โœ… Bachelorโ€™s degree in IT, Computer Science, or related field
โœ… 3-5 years of IT administration experience (healthcare preferred)
โœ… Strong knowledge of networking, cybersecurity, and system administration
โœ… HMIS experience is a plus

๐Ÿ“ Location: Luton Hospital, Ngong Road, Nairobi

Ready to take your IT career to the next level?

Apply Here: https://kenyatrends.co.ke/it-and-systems-admin-needed-at-luton-hospital/
12 Vacancies Open At CIC Group

1. Legal Officer
2. Sales Officers
3. Claims Assistant
4. Payable Assistant
5. Financial Advisors
6. Senior Data Scientist
7. Reconciliation Assistant
8. Underwriting Assistant โ€“ General Business
9. Regional Relationship Officer โ€“ Cooperatives
10. Communications Manager โ€“ Digital Marketing

Apply Here: https://kenyatrends.co.ke/12-vacancies-open-at-cic-group/
9 Vacancies Open At Britam
Kenya, Uganda, South Sudan
Positions

1. Facilities Services Engineer
2. Intern, Software Developer
3. Intern, Product Analyst
4. Corporate Sales Manager
5. Claims Assistant (General Insurance)
6. Assistant Manager, Business Operations
7. Head of Business Development - BMI
8. Senior Research Analyst
9. Business Development Officer-Group & Credit Life

Apply Here: https://kenyatrends.co.ke/9-vacancies-open-at-britam/
๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜๐—ถ๐˜€๐˜ ๐˜ƒ๐˜€. ๐——๐—ฎ๐˜๐—ฎ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ ๐˜ƒ๐˜€. ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜ ๐˜ƒ๐˜€. ๐— ๐—Ÿ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ

๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜๐—ถ๐˜€๐˜

Think of them as data detectives.
โ†’ ๐…๐จ๐œ๐ฎ๐ฌ: Identifying patterns and building predictive models.
โ†’ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ: Machine learning, statistics, Python/R.
โ†’ ๐“๐จ๐จ๐ฅ๐ฌ: Jupyter Notebooks, TensorFlow, PyTorch.
โ†’ ๐†๐จ๐š๐ฅ: Extract actionable insights from raw data.
๐„๐ฑ๐š๐ฆ๐ฉ๐ฅ๐ž: Creating a recommendation system like Netflix.

๐——๐—ฎ๐˜๐—ฎ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ

The architects of data infrastructure.
โ†’ ๐…๐จ๐œ๐ฎ๐ฌ: Developing data pipelines, storage systems, and infrastructure. โ†’ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ: SQL, Big Data technologies (Hadoop, Spark), cloud platforms.
โ†’ ๐“๐จ๐จ๐ฅ๐ฌ: Airflow, Kafka, Snowflake.
โ†’ ๐†๐จ๐š๐ฅ: Ensure seamless data flow across the organization.
๐„๐ฑ๐š๐ฆ๐ฉ๐ฅ๐ž: Designing a pipeline to handle millions of transactions in real-time.

๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜

Data storytellers.
โ†’ ๐…๐จ๐œ๐ฎ๐ฌ: Creating visualizations, dashboards, and reports.
โ†’ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ: Excel, Tableau, SQL.
โ†’ ๐“๐จ๐จ๐ฅ๐ฌ: Power BI, Looker, Google Sheets.
โ†’ ๐†๐จ๐š๐ฅ: Help businesses make data-driven decisions.
๐„๐ฑ๐š๐ฆ๐ฉ๐ฅ๐ž: Analyzing campaign data to optimize marketing strategies.

๐— ๐—Ÿ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ

The connectors between data science and software engineering.
โ†’ ๐…๐จ๐œ๐ฎ๐ฌ: Deploying machine learning models into production.
โ†’ ๐’๐ค๐ข๐ฅ๐ฅ๐ฌ: Python, APIs, cloud services (AWS, Azure).
โ†’ ๐“๐จ๐จ๐ฅ๐ฌ: Kubernetes, Docker, FastAPI.
โ†’ ๐†๐จ๐š๐ฅ: Make models scalable and ready for real-world applications. ๐„๐ฑ๐š๐ฆ๐ฉ๐ฅ๐ž: Deploying a fraud detection model for a bank.

๐—ช๐—ต๐—ฎ๐˜ ๐—ฃ๐—ฎ๐˜๐—ต ๐—ฆ๐—ต๐—ผ๐˜‚๐—น๐—ฑ ๐—ฌ๐—ผ๐˜‚ ๐—–๐—ต๐—ผ๐—ผ๐˜€๐—ฒ?

โ˜‘๏ธ Love solving complex problems?
โ†’ Data Scientist
โ˜‘๏ธ Enjoy working with systems and Big Data?
โ†’ Data Engineer
โ˜‘๏ธ Passionate about visual storytelling?
โ†’ Data Analyst
โ˜‘๏ธ Excited to scale AI systems?
โ†’ ML Engineer

Each role is crucial and in demandโ€”choose based on your strengths and career aspirations.

Whatโ€™s your ideal role?

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

Credits: https://t.me/datascienceresourcestp

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ENJOY LEARNING ๐Ÿ‘๐Ÿ‘

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