Global Certificate in Data Science for Predictions
-- ViewingNowThe Global Certificate in Data Science for Predictions is a comprehensive course that equips learners with essential data science skills in high demand by industries worldwide. This certificate program emphasizes predictive modeling, a crucial aspect of data science, and covers key topics including machine learning, statistical analysis, and data visualization.
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⢠Data Exploration and Preprocessing: Data cleaning, data wrangling, data visualization, exploratory data analysis
⢠Statistical Methods for Data Science: Descriptive statistics, inferential statistics, probability distributions, hypothesis testing
⢠Machine Learning Fundamentals: Supervised learning, unsupervised learning, reinforcement learning, model evaluation
⢠Predictive Modeling with Regression Analysis: Linear regression, logistic regression, polynomial regression, regularization techniques
⢠Classification Techniques in Machine Learning: Decision trees, random forests, support vector machines, k-nearest neighbors
⢠Deep Learning and Neural Networks: Artificial neural networks, convolutional neural networks, recurrent neural networks, deep learning frameworks
⢠Time Series Analysis and Forecasting: Autoregressive models, moving average models, exponential smoothing, ARIMA, prophet
⢠Natural Language Processing: Text preprocessing, sentiment analysis, topic modeling, word embeddings, NLP libraries
⢠Big Data Analytics: Distributed computing, Hadoop, Spark, data lakes, big data ecosystems
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