You will get Detection of Microplastics in Water
Project details
This project focused on developing a CNN-based solution for detecting microplastics in water samples. The solution utilized deep learning models to classify and analyze contamination from spectroscopic images. A preprocessing pipeline was designed for training, evaluating, and optimizing CNN models to enhance detection accuracy. The model’s performance was further improved using hyperparameter tuning and transfer learning, ensuring reliable and efficient microplastic detection for environmental monitoring.
Machine Learning Tools
Keras, NumPy, OpenCV, pandas, Python, TensorFlowWhat's included $80
These options are included with the project scope.
$80
- Delivery Time 15 days
- Number of Revisions 1
- Number of Model Variations 1
- Number of Graphs/Charts 1
- Model Documentation
- Source Code
About Nandhini
Power Bi | ML & NLP Specialist | Data Analyst & Data Engineer
Mumbai, India - 5:47 pm local time
🔹 Core Competencies:
Python Development 🐍: Expert in Python programming, specializing in developing robust and scalable data solutions.
Machine Learning 🤖: Skilled in building and deploying ML models to tackle complex challenges and optimize processes.
Artificial Intelligence 🧠: Proficient in applying AI technologies to create intelligent systems and automation tools.
Natural Language Processing (NLP) 💬: Experienced in NLP techniques for analyzing and interpreting text data.
TensorFlow 📊: Advanced knowledge in using TensorFlow to design and implement deep learning models.
Power BI 📈: Adept at using Power BI to craft detailed data visualizations and interactive reports.
🔹 Notable Projects:
Price Forecasting for Used Cars 🚗: Developed and deployed ML models to predict market prices for second-hand cars, leveraging historical data and market trends for accurate forecasts.
Sentiment Analysis on Comments 📝: Implemented ML techniques to analyze customer feedback, understanding reasons for service attrition, and extracting actionable insights from comments.
Microplastics Detection in Water Samples 💧: Analyzed water samples to detect microplastics using Convolutional Neural Networks (CNNs) for image classification and categorization.
PCOS Detection from Medical Images 🩺: Created CNN models to analyze medical images and detect Polycystic Ovary Syndrome (PCOS), assessing severity based on image data.
Muscle Strength Measurement 💪: Designed a linear regression model to evaluate changes in muscle strength before and after rehabilitation exercises, providing insights into treatment effectiveness.
Chatbot Development 🤖: Developed a chatbot using Streamlit with a GUI for processing speech queries and providing responses, integrating a large language model (LLM) to enhance communication and accessibility.
I am passionate about utilizing data and AI to drive impactful results. Feel free to approach me with any projects or questions—I’m here to help bring your vision to life!
Steps for completing your project
After purchasing the project, send requirements so Nandhini can start the project.
Delivery time starts when Nandhini receives requirements from you.
Nandhini works on your project following the steps below.
Revisions may occur after the delivery date.
checking the dataset