Data Science 101 - Predictive Analytics
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Nakala Analytics Ltd
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The world is in the age of analytics becoming more data driven by the day. Scientific data analysis has become all - pervasive making it one of the fastest growing and most profoundly important fields in management. In this course we combine conceptual
knowledge of machine learning with extensive experience of applying it to real-world data. You will develop skills in applying Python’s scikit-learn package to make predictions by leveraging the information hidden in numerical, textual and categorical data.
The emphasis is on learning hands-on techniques to maximize the predictive performance of machine learning workflows. After building a solid foundation in the Python stack, we focus on the different types of feature sources for machine learning. Intermingled
with the machine learning material are short discussions and exercises to consolidate what has been learnt
Outline
Course Outline
- Python Refresher.
- Introduction to Machine Learning: Exploratory data analysis and feature engineering.
- Machine Learning Predictive Algorithms.
- Machine Learning Classification Algorithms.
- Advanced Machine Learning Algorithms: Ensembles and pipelines.
- Case studies.
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Nakala is is a data analytics startup company headquartered and registered in Nairobi, Kenya. We are a team of high tech professionals with vast experience in the African market implementing data analytics solutions.
We develop data analytics solutions for companies which have data but insuficient capacity to generate insights.The Need for data analyticsSince 2010, business are caught up in the big data buzz. We are all collecting more data than ever before. Unfortunately, businesses lack the ability to convert data into meaningful insights! While engaging industrial partners in Kenya, We have realized the growing demand for seamless availability and utilization of data to drive business perfomance. Due to this need, we are growing wings by creating awareness, replicating utilization of RDBMS, big data, Data mining and data visualization in all business sectors.
We are a data analytics service provider with the right mix of data science expertise to support business build winning data strategies.