Welcome to DataVis-InsightHub, a collection of four advanced data analysis projects focusing on image analysis, topic modeling, climate change data, and audio analysis. These projects showcase the power of machine learning, natural language processing, and environmental data analysis with insightful visualizations.
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Image Analysis: VisionAI-ImageAnalyzer πΌοΈπ
- Deep learning-powered image classification using VGG19 and TensorFlow.
- Tools: OpenCV, TensorFlow, Keras, Matplotlib.
- Project Click hereβ
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Text-Insight: LDA Topic Modeling ππ
- Uncover hidden topics in text data using Latent Dirichlet Allocation (LDA) with intuitive word cloud visualizations.
- Tools: Gensim, NLTK, WordCloud, Matplotlib.
- Project Click hereβ
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ClimateChange-DataAnalysis ππ
- A collection of environmental data analysis projects, including CO2 emissions, land and forest cover changes, and global temperature trends.
- Tools: Pandas, Plotly, Seaborn.
- Project Click hereβ
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Audio Analysis: Capuchinbird-sound-analysis π¦π
- A comprehensive machine learning project aimed at detecting Capuchinbird calls from audio data using convolutional neural networks (CNNs) and transfer learning via YAMNet(a pre-trained model designed for sound event detection).
- Tools: TensorFlow & Keras, YAMNet, pydub, ,Seaborn & Matplotlib.
- Project Click hereβ