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Neha Seth's Projects

audio-classification icon audio-classification

End-to-End working on Binary Audio Classification for Emergency Vs Non-Emergency Vehicle

credit-card-segmentation icon credit-card-segmentation

Built an enriched customer profile by deriving few key performance indicators (KPIs). For dimensionality reduction used Principal Component Analysis. To identify the optimal clusters performed clustering using K-Means and Agglomerative Hierarchical Clustering such as Elbow analysis, Silhouette coefficient, Dendrogram. Performed segment distribution and Profiling to form segments and based on the analysis of each segment identified the key consumption characteristics of each segment.

credit-card-spend icon credit-card-spend

A global bank wants to understand what factors drive the credit card spend and predict the credit limit for the new applicants.

fortunai icon fortunai

Wealth Assitant Advisor Powered by GenAI

ml-tutorial-with-python icon ml-tutorial-with-python

A Machine Learning Tutorial for Beginners detailing how to detect missing values, treat outliers. Perform Scaling, transforming the data, creating dummy variables. Splitting the data into test and train and model evaluation for a classfication problem.

pca icon pca

A Step-by-Step approach on how to reduce dimensions using Principal Component Analysis.

self-organizing-maps icon self-organizing-maps

Anomalies detection (fraud customers) and breast cancer detection using the self-organizing maps, an unsupervised deep learning technique

string-similarity icon string-similarity

A Simple Guide to Metrics for Calculating String Similarity using Hamming and Levenshtein Distance

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