🎬 Built a Content-Based Movie Recommendation System using Python & Machine Learning. ✔ Text vectorization with CountVectorizer ✔ Cosine Similarity for recommendations ✔ Features used: Overview, Genres, Keywords & Cast This project helped me understand how real-world recommendation engines work. check it out here ⬇️ https://lnkd.in/gGKbAgkr #MachineLearning #Python #DataScience #RecommendationSystem #LearningByDoing
More Relevant Posts
-
Python loops explained the way I wish someone explained them to me. Swipe through to see: ➡️ How for loops work ➡️ How while loops work ➡️ When to use each one The trick ? Stop memorizing syntax. Start building with real examples. Once I practiced with actual data instead of abstract tutorials, everything clicked. What Python concept seemed harder than it actually was? #python #LearnToCode #PythonProgramming #CodingBasics
To view or add a comment, sign in
-
-
🚀 Text Analyzer Tool built using Python WeIntern Task1 What it does: 🧹 Cleans text by removing extra symbols and common words 🔍 Finds the most frequent words 📊 Counts words, sentences, and basic text stats 💾 Exports the analysis neatly into a text file #python #TextAnalyzer
To view or add a comment, sign in
-
Recursion Finally Clicked in Python A function calling itself sounded scary… until it made sense. 🔁 Big problem → break into smaller ones 🛑 Base case → where it stops 📌 Example: factorial(n) calling factorial(n-1) Think Russian nesting dolls, keep opening until the smallest one. 💡 Lesson: Recursion isn’t always needed, but when it fits, it’s elegant. Learning Python beyond loops #Python #Recursion #LearningInPublic #CodingJourney #Coursera
To view or add a comment, sign in
-
-
🤔 Is there a right way to plot the tangent function in python? I was writing about `numpy` and showing some u-functions plots, when something caught my attention... the plot of the tangent function had misleading vertical lines! I found a neat trick to avoid them 😄 🔗 Post with the code: https://lnkd.in/dftZyDJG #python #matplotlib #mathematics #tangent #plot #singularities #numpy #ufunctions
To view or add a comment, sign in
-
-
Hello Python folks Quick brain-teaser for you: What does this print — and why? t = ([1, 2],) t[0] += [3] print(t) Did the tuple mutate? Or did Python just trick your mental model? Most people answer quickly. Very few explain it correctly. If you can explain this in terms of identity, mutation vs rebinding, you truly understand Python. Full breakdown here including👇 - Shallow Vs Deep Copy - Default Mutable Argument Trap https://lnkd.in/e_v6nNej #python #pythoninterview #softwaredevelopment
To view or add a comment, sign in
-
kNN (k-Nearest Neighbour) and it's implementation through Python. Please refer the attached document. #Python #InstanceBasedLearning #kNN #MachineLearning #ML #MLAlgorithms #AI #ArtificialIntelligence #DataScience #LinkedInCommunity
To view or add a comment, sign in
-
What is Scope? Scope defines where a variable can be accessed in your code. 🧠 Python follows the LEGB Rule: 1️⃣ Local – Variables inside a function 2️⃣ Enclosed – Variables in nested functions 3️⃣ Global – Variables defined outside functions 4️⃣ Built-in – Python’s predefined names (len, sum, print) 📚 Mastering scope = Writing clean, professional Python code 👉 Are you learning Python or preparing for interviews? Drop a 🔥 if this helped you! #Python #PythonBasics #PythonTips #LearnPython #Coding #Programming #SoftwareDeveloper #InterviewPrep #DataEngineering #AI
To view or add a comment, sign in
-
I came across something yesterday that I didn't quite understand while working with Python. _assign_clusters(self, X: torch.Tensor) -> torch.Tensor: What I was expecting was _assign_clusters(self,X): When the other parts were added I dug in a little more to see what they mean. What I found was X: torch.Tensor tells python that it must me a PyTorch tensor, so if anything else gets passed there will be a warning. This piece -> torch.Tensor Tells what will be returned. These two pieces are not crucial but are a nice ot have, and helps with readability of code. I'm really writing this post to make sure that I understand it and hopefully to solidify it in my mind. If you find it helpful that's a bonus. #python #pytorch #learning
To view or add a comment, sign in
-
Learning Machine Learning? Start with Feature Engineering, it matters more than fancy algorithms !!! Here is a simple breakdown of common techniques with python code. Save and share with your friends !😊 #DataAnalyst #DataScience #FeatureEngineering #OnehotEncoding #Python
To view or add a comment, sign in
Explore related topics
- Techniques for Improving AI Recommendation Accuracy
- How Amazon Shapes Recommender System Technology
- Creating a Feedback Loop for AI Recommendation Systems
- Evaluating AI Recommendation System Performance
- Utilizing Natural Language Processing in AI Recommendations
- Data Science in Social Media Algorithms
- Strategies for Personalizing AI Recommendations
Explore content categories
- Career
- Productivity
- Finance
- Soft Skills & Emotional Intelligence
- Project Management
- Education
- Technology
- Leadership
- Ecommerce
- User Experience
- Recruitment & HR
- Customer Experience
- Real Estate
- Marketing
- Sales
- Retail & Merchandising
- Science
- Supply Chain Management
- Future Of Work
- Consulting
- Writing
- Economics
- Artificial Intelligence
- Employee Experience
- Workplace Trends
- Fundraising
- Networking
- Corporate Social Responsibility
- Negotiation
- Communication
- Engineering
- Hospitality & Tourism
- Business Strategy
- Change Management
- Organizational Culture
- Design
- Innovation
- Event Planning
- Training & Development
🎉