Building an Education Recommendation System | Studies Career Recommendation System Machine Learning
4.7 هزار بار بازدید -
4 ماه پیش
-
#machinelearning
#machinelearning #datascience #python
In this comprehensive tutorial, we delve into the development of an Education Recommendation System or Studies Recommendation System using Python and machine learning. We start by exploring a dataset containing student information, including academic scores across various subjects, extracurricular activities, and career aspirations. After preprocessing the data, we implement a range of machine learning models and select the best-performing ones. These models are then serialized into pickle files for easy deployment.
Following that, we showcase the development of an end-to-end web application using Flask, where users can input their subject scores, and our recommendation system provides the top five or three future career aspirations based on their academic performance. Throughout the tutorial, we discuss the implementation details, model evaluation, and insights gained from the data.
Whether you're a beginner or an experienced data scientist, this tutorial offers valuable insights into building recommendation systems and deploying machine learning models for educational purposes.
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Source Code: https://github.com/611noorsaeed/Educa...
Dataset: https://www.kaggle.com/datasets/noors...
Blog Post: Medium: machine-learning-for-personalized-education-and-career-recommendations
==============================
Channel Contents:-------------
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================================
My Acounts Links:
Facebook: Facebook: dailyverbs.wordspresentation
Github: https://github.com/account
Linkdin: https://www.linkedin.com/in/noor-saee...
Kaggle: https://www.kaggle.com/noorsaeed
In this comprehensive tutorial, we delve into the development of an Education Recommendation System or Studies Recommendation System using Python and machine learning. We start by exploring a dataset containing student information, including academic scores across various subjects, extracurricular activities, and career aspirations. After preprocessing the data, we implement a range of machine learning models and select the best-performing ones. These models are then serialized into pickle files for easy deployment.
Following that, we showcase the development of an end-to-end web application using Flask, where users can input their subject scores, and our recommendation system provides the top five or three future career aspirations based on their academic performance. Throughout the tutorial, we discuss the implementation details, model evaluation, and insights gained from the data.
Whether you're a beginner or an experienced data scientist, this tutorial offers valuable insights into building recommendation systems and deploying machine learning models for educational purposes.
==============================
Source Code: https://github.com/611noorsaeed/Educa...
Dataset: https://www.kaggle.com/datasets/noors...
Blog Post: Medium: machine-learning-for-personalized-education-and-career-recommendations
==============================
Channel Contents:-------------
Full Stack AI Mastery: From Python to Expert Systems: Full Stack AI Mastery: From Python to...
Deep Learning: Deep Learning Projects
Machine Learning Tutorials: Introduction To Machine Learning ll M...
NLP Transfromer Projects: 1 Mastering NLP Transformers: A Compr...
LangChain OpenAI Projects: Ultimate Diet and Workout Recommendat...
Scikit-learn Tutorials: Introduction to Scikit-Learn: Builtin...
100 Days Pandas: Day 1: Introduction to Pandas and its...
Machine Leaning Projects: Breast Cancer Classification with Mac...
NLP Projects: Build a Powerful Resume Screening App...
Recommendation System Projects: Crop Recommendation System Project M...
computer vision projects: Pose Tracking Module With OpenCv and ...
100 days mahine learning: Day 1: Introduction to Machine Learni...
Machine Learning Interview Preparation:
OpenCV Tutorials: OpenCV Tutorial: How to Read Images a...
100 days computer vision: Day 1: Why Computer Vision | Installi...
Python Chatbot Development: Create Chatbot in python from scratch...
Machine Learning Regression Projects: Predicting Netflix Stock Prices using...
Python Advance Programs: Python Advance Programs 1: Calculator...
python search engines developement: Building Autocorrect Spell Checker in...
Coviod-19 Machine Learning Projects: Analyzing COVID-19 Recovered Cases by...
================================
My Acounts Links:
Facebook: Facebook: dailyverbs.wordspresentation
Github: https://github.com/account
Linkdin: https://www.linkedin.com/in/noor-saee...
Kaggle: https://www.kaggle.com/noorsaeed
4 ماه پیش
در تاریخ 1403/01/15 منتشر شده
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