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What's New in Tensorflow Machine Learning Google's TensorFlow 1.4 machine learning library adds the contributed Dataset API for working with data sources, but watch out for breakage caused by the update. TensorFlow, Google’s contribution to the world of machine learning and data science, is a general framework for quickly developing neural networks. Despite being relatively new, TensorFlow has already found wide adoption as a common platform for such work, thanks to its powerful abstractions and ease of use. TensorFlow 1.4 API additions TensorFlow Keras API The biggest changes in TensorFlow 1.4 involve two key additions to the core TensorFlow API. The  tf.keras  API allows users to employ the Keras API, a neural network library that predates TensorFlow but is quickly being displaced by it. The tf.keras API allows software using Keras to be transitioned to TensorFlow, either by using the Keras interface permanently, or as a prelude to the s...

M achine learning is one of the fastest growing fields in the technical world. All major tech giants are investing heavily in machine learning and data science to improve their products. To work in this field, you need to learn some particular programming languages and skills. To give us an idea about the real situation, IBM’s JeanFrancoisPuget used the trend search available on indeed.com and wrote a blog post that indicates how skill popularity evolves. To do this, the machine learning and data science skills were searched in conjunction with the prominent programming languages like C, Java, C++, and JavaScript. Python and R were included as they are known to be popular for machine learning and data science. Apart from the languages mentioned above, Scala and Julia were also included. Here are the interesting results that were observed: So, what do we learn from this data? The graph shows that there are a number of programming languages that...

  Robotics is a domain in artificial intelligence that deals with the study of creating intelligent and efficient robots. What are Robots? Robots are the artificial agents acting in real world environment.   Objective: Robots are aimed at manipulating the objects by perceiving, picking, moving, modifying the physical properties of object, destroying it, or to have an effect thereby freeing manpower from doing repetitive functions without getting bored, distracted, or exhausted.   What is Robotics? Robotics is a branch of AI, which is composed of Electrical Engineering, Mechanical Engineering, and Computer Science for designing, construction, and application of robots.   Aspects of Robotics The robots have mechanical construction , form, or shape designed to accomplish a particular task. They have electrical components which power and control the machinery. They contain some level of computer program that determines what, when and h...