Advanced Hyperparameter Tuning of Multilayer Perceptron - MLP, Weight Initialization, Nonlinearity (Activation Function), Optimizers, Batch Normalization, Dropout, Model Ensemble
Digital Image Processing, Morphological Operations, Erosion and Dilation, Rules, Examples, Sample programs using OpenCV
Spacy Lemmatization. What is Stemming, What is Lemmatization, Lemmatization in SpaCy with code, Stemming Vs Lemmatization in NLTK.
Python Zip and Enumerate Function, Exceptions in Zip, Use of Enumerate Function, Bonus Tip - Using both zip and enumerate together.
Python Anonymous or Lambda Functions, What is an Anonymous Function, Why it is called Lambda Functions, Advantages of Lambda, What is Not a Disadvantage
Python Map and Filter Functions, Explained with example, Comparison of Map and Filter, Filter and Map functions comparison with For Loop.
Python List Comprehension, Connection with Mathematics, Examples, List Comprehension with If statements and IF Else statements, Simplified for loops
Python Functions, Parameterized Function, Named Parameters, Function Return Values, Multiple Return Values in Functions, Function Type Hints
Python Short Quiz. 5 Questions. Difficulty Level: Easy to Moderate. Concept: Python String Manipulations. Built-in Functions.
Python basic Quiz. 5 Questions. Difficulty Level: Easy to Moderate. Concept: Python String Manipulations.