Data Science Use Cases
Calculating Cumulative portfolio returns in Python using Yahoo Data Finance.Cumulative returns is an important concept related to returns which is defined as the returns over a time period.
Implement a trading strategy and test to see if it has the potential to be profitable. compute the signal for the time range given and apply it to the dataset to produce projected returns.
In this project, we will implement the breakout strategy. find and remove any outliers. we'll test to see if it has the potential to be profitable using a Histogram and P-Value.
Financial Analysis. calculate daily and quarterly return
Sentiment Analysis on Reddit Politics News Headlines with Python’s Natural Language Toolkit, Tokenizer, Data preprocessing, Data distribution, Zipf's law
Image recognition with Keras, from loading the data to evaluation. 1- Loading the data from CIFAR-10 2- Preprocessing the Data, Normalize the input data, one-hot encode the values 3- Designing the Model ( imported Dropout, BatchNormalization, Activation, Conv2d, and MaxPooling2d) 4- Training the model 5- Evaluating the model
Brain Tumor Detection Using CNN with Python Tensorflow Sklearn OpenCV Part1 Data Processing with CV2: 1- Download the data 2- Convert the images to grayscale 3- Blur the images 4- Threshold the images into binary 5- Perform Erosions and Dilation 6- Find and grab images contours 7- Find the extreme points of the images 8- Plot and test the results
Movies recommender system with Python Pandas and Numpy