Advanced Machine Learning Projects With Source Code [2024]
We have discussed a variety of complex machine-learning ideas in this section that are intended to be challenging for users and span a wide range of topics. These subjects involve creating deep learning models, dealing with unstructured data, and instructing sophisticated models like convolutional neural networks, gated recurrent units, large language models, and reinforcement learning models.
1. Image and Video Processing
- Multiclass image classification using Transfer learning
- Image Caption Generator using Deep Learning on Flickr8K dataset
- FaceMask Detection using TensorFlow in Python
- Dog Breed Classification using Transfer Learning
- Flower Recognition Using Convolutional Neural Network
- Cat & Dog Classification using Convolutional Neural Network in Python
- Traffic Signs Recognition using CNN and Keras in Python
- Residual Networks (ResNet) – Deep Learning
- Lung Cancer Detection using Convolutional Neural Network (CNN)
- Lung Cancer Detection Using Transfer Learning
- Black and white image colorization with OpenCV and Deep Learning
- Pneumonia Detection using Deep Learning
- Detecting Covid-19 with Chest X-ray
- Detecting COVID-19 From Chest X-Ray Images using CNN
- Image Segmentation Using TensorFlow
2. Recommendation Systems
3. Speech and Language Processing
- Speech Recognition in Python using Google Speech API
- Voice Assistant using python
- Next Sentence Prediction using BERT
- Hate Speech Detection using Deep Learning
- Fine-tuning the BERT model for Sentiment Analysis
- Sentiment Classification Using BERT
- Sentiment Analysis with Recurrent Neural Networks (RNN)
- Autocorrect Feature Using NLP In Python
- Python | NLP analysis of Restaurant reviews
- Restaurant Review Analysis Using NLP and SQLite
4. Health and Medical Applications
5. Security and Surveillance
6. Gaming and Entertainment
7. Other Advanced Machine Learning Projects
100+ Machine Learning Projects with Source Code [2024]
Machine Learning gained a lot of popularity and become a necessary tool for research purposes as well as for Business. It is a revolutionary field that helps us to make better decisions and automate tasks. Machine Learning is the field of study that gives computers the capability to learn without being explicitly programmed.
In this article, you’ll find the top 100+ latest Machine Learning projects and Ideas which are beneficial for both beginners and as well experienced professionals. Whether you’re a final-year student aiming for a standout resume or someone building a career, these machine learning projects provide hands-on experience, launching you into the exciting world of Machine Learning and Data Science.
We mainly include projects that solve real-world problems to demonstrate how machine learning solves these real-world problems like: – Online Payment Fraud Detection using Machine Learning in Python, Rainfall Prediction using Machine Learning in Python, and Facemask Detection using TensorFlow in Python.
- Machine Learning Project for Beginners
- Advanced Machine Learning Projects
These projects provide a great opportunity for developers to apply their knowledge of machine learning and make an application that benefits society. By implementing these projects in data science, you be familiar with a practical working environment where you follow instructions in real time.
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