BI Tools | Data Visualization Software (2023)
BI Tools | Data Visualization Software (2023) …
Continue reading…BI Tools | Data Visualization Software (2023)
Computer Vision : Latest Usecases and Innovations (as of Year 2023)
Computer Vision and Image Processing 2023 …
Continue reading…Computer Vision : Latest Usecases and Innovations (as of Year 2023)
Time Series : Analysis and Forecasting
Time Series Data is the one that have Date Time as key feature to it. Along with that we can have another variable that is to be predicted (i.e. Target
Association Rule Mining
ARM (Association Rule Mining) is an UnSupervised ML Model that’s used to find the associations present between different instances/objects. Its widely used in the Retail Industry for Market Basket Analysis
Recommender Systems
Recommender Systems are used by many organizations to recommend/suggest useful content to their customers based on their features and preferences. e.g. Movie recommendations by Netflix, Amazon Prime and Hotstar Ads
Dimensionality Reduction
Major Algorithms for Dimensionality Reduction are: Linear Methods: PCA (Principal Component Analysis) Eigen Decomposition SVD (Singular Value Decomposition) NMF (Non-Negative Matrix Factorization) ICA (Independent Component Analysis) LDA (Linear Discriminant Analysis)
UnSupervised Machine Learning
Here we only have Features but don’t have any Target column in our dataset, hence its known as UnSupervised ML. It’s more complex as compared to Supervised ML, and also
Bagging vs Boosting
Bagging Boosting 1.. Base estimators Runs in Parallel Base estimators Runs in Sequence 2.. Base estimators are Independent of each other Base estimators are Dependent of each other 3.. Individual