Get_the_jobs_in_DS.ipynb

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    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "<center>\n",
    "    \n",
    "    <h1 style=\"argin: 0.25em 0em 0.5em;color: #015C9C;text-align: center;line-height: 1.2; page-break-before: always;\">Head First - Data Science</h1>\n",
    "    \n",
    "    <h4 style=\"color: #015C9C;text-align:center;\"> Introduction and Career Guide for Data Science Enthusiasts </h4>\n",
    "    <h2> Jalaj Thanaki </h2>\n",
    "    \n",
    "    <div>\n",
    "        <img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo2.jpg\" \n",
    "align=\"middle\" alt=\"Image_0\" class=\"logo\" style=\"width:30%;height:auto;align:center;\">\n",
    "    </div>\n",
    "    \n",
    "    <h3>WiMLDS - Mumbai, 16 September, 2018</h3>\n",
    "    \n",
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    "\n"
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    "<h2> Outline</h2>\n",
    "\n",
    "* Introduction to Data Science\n",
    "* Introduction to AI, ML, DL and RL\n",
    "* Difference among \n",
    "    * Artificial Intelligience (AI)\n",
    "    * Machine Learning (ML)\n",
    "    * Deep Learning (DL)\n",
    "    * Reinforcement Learning (RL)\n",
    "* Sub-domains in Data Science\n",
    "* Should I choose Data Science as career path - but...!?\n",
    "* Much needed ingredient: skill-set \n",
    "* Let's align: skill-set and job roles\n",
    "* Acquire skill-set: Schedule and Projects\n",
    "* Dilemma: Certification or Projects\n",
    "* Tips\n",
    "* All learning resources\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n",
    "\n"
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  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Introduction to Data Science\n",
    "\n",
    "* This scientific way of analysing data or extracting knowledge out of data is called Data science.\n",
    "\n",
    "\n",
    "* Data science is all about making sense out of the data or extracting the knowledge from the data using data science techniques.\n",
    "\n",
    "\n",
    "* Data science, also known as data-driven science, is an interdisciplinary field about scientific methods, processes, and systems to extract knowledge or insights from data in various forms, either it is structured data, semi-structure data or unstructured data.\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
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  {
   "cell_type": "markdown",
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   "source": [
    "## Introduction to Data Science\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_1.png\" \n",
    "align=\"middle\" alt=\"Image_1\" data-canonical-src=\"\" style=\"width:70%;height:70%;align:center\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "## Introduction to Artificial Intelligence (AI)\n",
    "\n",
    "* AI is intelligence demonstrated by machines, in contrast to the natural intelligence displayed by humans and other animals.\n",
    "\n",
    "* __Goal:__ Trying to build near-human-level-intelligent system\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
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  {
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   "source": [
    "## Introduction to Machine Learning (ML)\n",
    "\n",
    "* Uses __statistical techniques to give computer systems the ability to \"learn\"__\n",
    "\n",
    "* progressively improve performance on a __specific task with data, without being explicitly programmed__\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">"
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   "source": [
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_3_2.png\" \n",
    "align=\"middle\" alt=\"Image_ML\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:5%;position:fixed;\">"
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   "source": [
    "## Types of ML\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_4.jpg\" \n",
    "align=\"middle\" alt=\"Image_4\" data-canonical-src=\"\" style=\"width:70%;height:60%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
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  {
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   "source": [
    "## Introduction to Deep Learning (DL)\n",
    "\n",
    "* Deep Learning is a subfield of ML\n",
    "* Inspired by the __structure and function of the brain called artificial neural networks.__\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
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   "source": [
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_4_3.png\" \n",
    "align=\"middle\" alt=\"Image_DL\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">"
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   "source": [
    "## Difference between AI and (ML, DL and RL)\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_3.png\" \n",
    "align=\"middle\" alt=\"Image_3\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">"
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  {
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   "source": [
    "## Difference between ML and DL\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_19.png\" \n",
    "align=\"middle\" alt=\"Image_4.1\" data-canonical-src=\"\" style=\"width:90%;height:90%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">"
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  {
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   "source": [
    "## Sub-domains in Data Science\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_5.png\" \n",
    "align=\"middle\" alt=\"Image_5\" data-canonical-src=\"\" style=\"width:50%;height:50%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
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   "source": [
    "## Should I choose Data Science as career path - but...!?\n",
    "\n",
    "\n",
    "* Anyone form **STEM** : Science, Technology, Engeineering and Mathematics\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
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  {
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   "source": [
    "## Much needed ingredient: skill-set\n",
    "\n",
    "\n",
    "### Basic Skills\n",
    "* How to search on Google: \"Google is your Friend...!\"\n",
    "* OS: Linux \n",
    "* Math skills\n",
    "\n",
    "    * Basic concepts of Linear Algebra\n",
    "    * Basic concepts of Statistics / Probability\n",
    "    * Basic concepts of Calculus\n",
    "    \n",
    "* Programing Skills\n",
    "    \n",
    "    * Basic concepts of Python or R\n",
    "    * Basic concepts of Data Structure and ALgorithms\n",
    "    \n",
    "* Basic Programming Libraries\n",
    "\n",
    "    * Numpy / Scipy - Scientific Calculation libraries\n",
    "    * Pandas - For data manipulation\n",
    "    * Matplotlib - For data visualization\n",
    "    * GitHub - For version control / Code management \n",
    "    \n",
    "* Visualization \n",
    "* Story-telling\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
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  {
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   "source": [
    "## Much needed ingredient: skill-set\n",
    "\n",
    "\n",
    "### Intermediate\n",
    " \n",
    "* Math Skills\n",
    "    * Intermediate concepts of Linear ALgebra\n",
    "    * Intermediate concepts of Statistics / Probability\n",
    "    * Intermediate concepts of Calculus\n",
    "\n",
    "* Programing Skills\n",
    "    * Object oriented concepts of Python\n",
    "    * Unit Test Cases in python\n",
    "\n",
    "* ML Skills\n",
    "    * Understand basics of ML algorithms\n",
    "    * Learn about Exploratory Data Analysis (EDA) via small projects\n",
    "    * Implementation of ML algorithms:  Scikit-Learn or Numpy\n",
    "    * Basic about Feature Engineering and Feature Selection\n",
    "\n",
    "* DS Sub-domain specific skiils\n",
    "    * NLP\n",
    "        * Algorithms for NLP\n",
    "        * linguistic\n",
    "        * NLP libraries\n",
    "        \n",
    "    * Computer Vision\n",
    "        * Algorithms for CV\n",
    "        * CV libraries\n",
    "        \n",
    "        \n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n",
    "\n",
    "        "
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   "source": [
    "## Much needed ingredient: skill-set\n",
    "\n",
    "\n",
    "### Advance\n",
    "\n",
    "\n",
    "* Math Skills\n",
    "    * Advance statistical techniques\n",
    "    * Concepts of Information Theory\n",
    "* Programming Skill\n",
    "    * Design Pattern\n",
    "* ML optimization\n",
    "    * Feature Engineering\n",
    "    * Hyper Parameter Tunning\n",
    "    * AutoML\n",
    "    * Start with DL\n",
    "        * Understand various DL algorithms\n",
    "        * Implement DL algos using libraries like TensorFLow and PyTorch\n",
    "* Cloud Platform\n",
    "    * AWS\n",
    "    * Google Cloud\n",
    "    \n",
    "* Big data toolkit\n",
    "    * Haddop\n",
    "    * Spark\n",
    "    * Flink\n",
    "    * Flume\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
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   },
   "source": [
    "##  Let's align: skill-set and job roles\n",
    "\n"
   ]
  },
  {
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     "slide_type": "subslide"
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    "align=\"middle\" alt=\"Image_6\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
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    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_7.jpg\" \n",
    "align=\"middle\" alt=\"Image_7\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_8.jpg\" \n",
    "align=\"middle\" alt=\"Image_8\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_9.jpg\" \n",
    "align=\"middle\" alt=\"Image_9\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_10.jpg\" \n",
    "align=\"middle\" alt=\"Image_10\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_11.jpg\" \n",
    "align=\"middle\" alt=\"Image_11\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_14.png\" \n",
    "align=\"middle\" alt=\"Image_14\" data-canonical-src=\"\" style=\"width:100%;height:100%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Acquire skill-set: Schedule and Projects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_15.png\" \n",
    "align=\"middle\" alt=\"Image_15\" data-canonical-src=\"\" style=\"width:80%;height:80%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_16.png\" \n",
    "align=\"middle\" alt=\"Image_16\" data-canonical-src=\"\" style=\"width:80%;height:80%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_17.png\" \n",
    "align=\"middle\" alt=\"Image_17\" data-canonical-src=\"\" style=\"width:80%;height:80%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/Figure_18.png\" \n",
    "align=\"middle\" alt=\"Image_18\" data-canonical-src=\"\" style=\"width:80%;height:80%\">\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Example Projects\n",
    "\n",
    "* __Analytics__\n",
    "\n",
    "    * Market Segmentation\n",
    "    * Credit Risk Modeling\n",
    "    * Sales Prediction / Time Series Analysis\n",
    "\n",
    "* __NLP__\n",
    "\n",
    "    * Sentiment Analysis\n",
    "    * Summarization\n",
    "    * Chatbot\n",
    "\n",
    "* __Computer Vision__\n",
    "\n",
    "    * OCR Tools\n",
    "    * Digit Recognition\n",
    "    * Object Detection\n",
    "    * Face Recognition\n",
    "    \n",
    "    \n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Dilemma: Certification or Projects\n",
    "\n",
    "**Certification**\n",
    "\n",
    "* Important to acquire skill-set over certification\n",
    "* Certification provide you credibility and motivation\n",
    "\n",
    "**Projects**\n",
    "\n",
    "* Give you hands-on experience\n",
    "* Give you much more details about theoretical concepts\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:5%;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Tips \n",
    "\n",
    "\n",
    "\n",
    "### Resume writing\n",
    "\n",
    "* To the point\n",
    "* Honest\n",
    "* Customized details \n",
    "    * based on job roles \n",
    "    * based on company profile\n",
    "* Max 2 pages\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Tips \n",
    "\n",
    "### Use Social Media Platform\n",
    "\n",
    "* LinkedIn / Twitter: Keep **yourself up-to-date**\n",
    "* Subreddits: Give you **details about new tools and explanation about research papers**\n",
    "* GitHub: **Resume of new era** where you **put your work portfolio**\n",
    "* Share your knowledge with others\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Tips \n",
    "\n",
    "### Hiring Process\n",
    "\n",
    "\n",
    "    \n",
    "\n",
    "* Really Company Specific\n",
    "* General Process\n",
    "    * Basic HR Screening\n",
    "    * Coding Interview \n",
    "    * ML/DL Interview\n",
    "    * Small Toy project\n",
    "    * Final round / Managerial round\n",
    "    * Get offer\n",
    "    \n",
    "    \n",
    "    \n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## All learning resources\n",
    "\n",
    "* Learning resources are [available here](https://github.com/jalajthanaki/Get_Jobs_in_Data_Science/blob/master/All_Learning_Resources.ipynb)\n",
    "\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/POS-tag-workshop/master/imgs/Image_1_5.jpg\" \n",
    "align=\"middle\" alt=\"Image_1_5\" data-canonical-src=\"\" style=\"width:60%;height:60%\">\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/Get_Jobs_in_Data_Science/master/imgs/logo1.jpeg\" align=\"center\"\n",
    " alt=\"Image_0\" style=\"width:5%;height:auto;position:fixed;\">\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<img src=\"https://raw.githubusercontent.com/jalajthanaki/POS-tag-workshop/master/imgs/Image_1_6.png\" \n",
    "align=\"middle\" alt=\"Image_1_6\" data-canonical-src=\"\" style=\"width:80%;height:60%\">"
   ]
  }
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