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*Practice projects to consider:* 1. Implement a basic search engine: Read a set of documents and build an index of keywords. Then, implement a search function that returns a list of documents that match the query. 2. Build a recommendation system: Read a set of user-item interactions and build a recommendation system that suggests items to users based on their past behavior. 3. Create a data analysis tool: Read a large dataset and implement a tool that performs various analyses, such as calculating summary statistics, visualizing distributions, and identifying patterns and correlations. 4. Implement a graph algorithm: Study a graph algorithm such as Dijkstra's shortest path algorithm, and implement it in Python. Then, test it on real-world graphs to see how it performs.

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How They Hold You Back Without You Noticing: The Crab Mentality ๐ฆ Letโs talk about crab mentalityโa sneaky and often invisible force that holds people back. What is the crab mentality? When people see you trying something new or succeeding, instead of supporting you, they criticize, mock, or devalue your efforts. Their goal? To stop you from moving forward so that you donโt outgrow them. Why? Jealousy and fear. This metaphor comes from crabs in a bucketโwhen one crab tries to escape, others pull it back down. In the end, none of them get out. Real-life examples: 1. Tech industry veterans telling beginners: โThe market is oversaturated,โ โWithout five years of struggle, youโll get nowhere.โ Sometimes, this is a way to keep competition away. 2. People afraid to move abroad discouraging others: โNo one needs you there,โ โYouโll regret it,โ โYouโre betraying us.โ 3. If you work hard on your career or business: โMoney isnโt everything. When will you actually live?โ โYouโre like a robotโalways working.โ โYouโre too ambitious and independentโmen donโt like thatโ (for women). 4. If you start a blog or a YouTube channel: โWho cares about this?โ โBlogging isnโt a real job. Real jobs are in factories or hospitals.โ 5. If you finish a big project and share your achievement: โI could do that in an hour.โ โWhatโs so special about it?โ 6. Older generations to younger ones: โWe worked for peanuts in the โ90s, and you want high salaries, remote work, and work-life balance? Youโre asking for too much!โ 7. General discouragement: โAre you sure you need this?โ โDo you think youโre better than us?โ โBusiness is risky.โ โYouโre too young/too old.โ Over time, these comments become part of your own thoughts, filling you with doubt. And even without people saying anything, you might start believing them. So, whatโs the solution? Avoiding negative people is the obvious answer (self-help books always mention the importance of your environment). But it's not always that simple: 1. Itโs not always obvious. โ If someone respected says โYou shouldnโt move until you learn the language,โ you might start doubting yourself (โTheyโre an expert, they must be right.โ). โ The smarter the person, the more convincing their arguments. Theyโll hit you with 500 facts, calculations, and logic. 2. In some cultures and communities, standing out is risky. Being like everyone else is the norm, and anything different is seen as a threat. Even if times have changed, this mindset still lingers. 3. People donโt always mean harm. Often, theyโre just projecting their own fears and doubts. But the effect is the sameโit holds you back. My rules to fight it: 1. Awareness is the first step. Recognize these manipulationsโincluding your own self-doubt. Journaling or talking to a psychologist can help you see things clearly. Remember, other peopleโs words often reflect their own fears, not reality. 2. Surround yourself with the right people. Limit contact with those who bring you down, and find those who support you. 3. Explore other cultures. Living abroad or learning about different mindsets helps you see things from a new perspective. You start realizing whatโs not normal and develop immunity to societal pressure. 4. Follow your own path. Only you know whatโs right for you. Listen to advice, but donโt let others control your life. Get stuck in their opinionsโand youโll stay in the bucket. If you like posts like this, let me know!๐ฅ

Don't ignore Statistics ๐ฅบ๐ https://whatsapp.com/channel/0029Vat3Dc4KAwEcfFbNnZ3O


Numpy Explained ๐๐


Data Science Learning Plan Step 1: Mathematics for Data Science (Statistics, Probability, Linear Algebra) Step 2: Python for Data Science (Basics and Libraries) Step 3: Data Manipulation and Analysis (Pandas, NumPy) Step 4: Data Visualization (Matplotlib, Seaborn, Plotly) Step 5: Databases and SQL for Data Retrieval Step 6: Introduction to Machine Learning (Supervised and Unsupervised Learning) Step 7: Data Cleaning and Preprocessing Step 8: Feature Engineering and Selection Step 9: Model Evaluation and Tuning Step 10: Deep Learning (Neural Networks, TensorFlow, Keras) Step 11: Working with Big Data (Hadoop, Spark) Step 12: Building Data Science Projects and Portfolio Data Science Resources ๐๐ https://t.me/datasciencefun Like for more ๐

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