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Free online courses and certificates from IIT Madras, IIT Kharagpur, IIT Kanpur, NPTEL and other top universities in India. Learn Applied Psychology, Business, International Relations and other popular topics.
Environmental crises are behaviour problems: apply place attachment, eco-anxiety, Value–Belief–Norm theory, nudging and systems thinking to design evidence-based sustainability interventions and policies.
Master in-demand data science skills and become a business management expert with the new online MBA in Business Analytics from OP Jindal Global University, the No. 1 private university in India.
Study international relations theory, diplomatic practice, maritime and naval strategy, terrorism, and conflict negotiation to analyse the foreign policies of great, middle and small powers.
Analyse contemporary political, economic and social issues through policy theory, micro- and macroeconomics, public finance, statistical and qualitative methods, programme evaluation, and a faculty-guided capstone project.
Learn how text mining turns customer reviews, social posts and feedback into marketing insights using sentiment analysis, topic modelling, named entity recognition and text classification.
Apply supervised learning to marketing problems in Python: build decision trees, product recommender systems, customer lifetime value models, and neural networks for churn prediction.
Apply unsupervised learning to marketing data in Python: cluster with k-means, hierarchical and DBSCAN, reduce dimensions with PCA and t-SNE, detect anomalies, and build RBM recommenders.
Analyze how a state's power position shapes its foreign policy, using hard, soft and smart power concepts and case studies of the US, China, India, Nigeria, North Korea and Qatar.
Learn to apply predictive marketing without heavy math: build customer profiles, optimize customer lifetime value, cluster personas, run remarketing and look-alike targeting, and manage churn.
Think like an economist: analyze consumer and producer choice, opportunity cost, competitive markets, welfare theorems, strategic games and Nash equilibrium, monopoly, duopoly and cartels.
Examine how blockchain, AI, IoT, cloud computing and big data reshape business: platform models, digital marketing, cybersecurity, mobility, Industry 4.0 manufacturing and immersive reality.
Apply predictive analytics to business decisions: run regression, naïve Bayes, k-nearest neighbors, logistic regression, decision trees, neural networks, clustering, and association rule mining.
Analyze high-volume data with Hadoop, HDFS, MapReduce, Hive and Pig, query NoSQL stores, then build regression, classification and streaming applications with Spark and MLlib.
Apply economic reasoning to business decisions: demand and supply, elasticity, costs, market structures, game theory, GDP, inflation, unemployment, growth and exchange rates.
Build, evaluate and improve machine learning models in Python: classification, regression and clustering with scikit-learn, then neural networks, word embeddings and CNNs with TensorFlow.
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