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Skill set for AI

The ppt describes the skill set required for AI

Leewayhertz
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Skill set for AI

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  1. SKILL SET FOR • ARTIFICIAL INTELLIGENCE www.leewayhertz.com

  2. Contents: • Overview • Skill Set fo AI • Machine Learning • Python • Data Science • R • BIg data • Java • Data mining • C++ 3. How to learn more www.leewayhertz.com

  3. Overview Artificial Intelligence Deduction, Reasoning, Problem Solving Knowledge Representation Planning Perception: Computer Vision Robotics: Motion and Manipulation Natural Language Processing Social Intelligence Machine Learning Reinforcement Learning Supervised Learning Unsupervised Learning Association Rule Similarity and Metric Learning Neural Networks Decision Tree Learning Clustering Bayesian Networks Inductive Logic Programming Support Vector Machines Genetic Algorithms Deep Learning Manifold Learning Sparse Dictionary Learning www.leewayhertz.com

  4. Machine Learning Unsupervised Feature Extraction Machine Learning Algorithm Grouping of Objects Training Set Supervised Annotated Data Predictive Model New Data www.leewayhertz.com

  5. Python Programming is not just a science but an art. This event focus on testing the conceptual understanding of programming methodology to implement, test and debug the programs using programming language Python. www.leewayhertz.com

  6. Data Science Knowledge of Machine Learning Strong knowledge of Python, SAS, R, Scala What skills make a DATA SCIENTIST? Understand multiple analytical functions Ability to work with unstructured data from various sources like video and social media Hands-on Experience in SQL Database coding www.leewayhertz.com

  7. R A front-end for scientific computing libraries. A platform for reproducible research. A sandbox for new concepts: • Data frame • Model formula / model object • Grammar of graphics • Pipes %>% www.leewayhertz.com

  8. Big Data DATA SCIENCE Analytics Data VIZ Analytics Business Intelligence INSPIRES INSIGHT EMPLOYS DATA Machine Learning Data Mining ENABLES Deep Neural Networks Deep Learning BIG DATA ARTIFICIAL INTELLIGENCE • Computer Vision • Natural Language Processing • Generative Methods www.leewayhertz.com

  9. Java Java is the most widely used programming language in the world. Large organizations in the public and private sector have enormous Java code bases, and rely heavily on the JVM as a compute environment. In particular, much of the open-source big data stack is written for the JVM. www.leewayhertz.com

  10. Data Mining www.leewayhertz.com

  11. C++ Well, C++ is a really powerful language and yeah you can write an AI program in C++. There is a really powerful machine learning API called Tensorflow which is a bit tricky to learn but it’s really powerful. You should also check out Computational Knowledge Engine. Their API provides you with answers to almost all common questions which people ask. You can use their C/C++ Language Interface documentation for C++ and C. www.leewayhertz.com

  12. Want to learn more? www.leewayhertz.com

  13. Thank • You! www.leewayhertz.com

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