[ZerotoMastery] Complete Machine Learning and Data Science: Zero to Mastery

[ZerotoMastery] Complete Machine Learning and Data Science: Zero to Mastery 10/2020

[ZerotoMastery] Complete Machine Learning and Data Science: Zero to Mastery​

Complete Machine Learning and Data Science - Learn Data Science, Data Analysis, Machine Learning (Artificial Intelligence) and Python with Tensorflow, Pandas & more.

[ZerotoMastery] Complete Machine Learning and Data Science: Zero to Mastery

What you will learn​

  • Develop into a Knowledge Scientist and get employed
  • Deep Studying, Switch Studying and Neural Networks utilizing the most recent Tensorflow 2.0
  • Current Knowledge Science initiatives to administration and stakeholders
  • Actual life case research and initiatives to know how issues are finished in the true world
  • Implement Machine Studying algorithms
  • Easy methods to enhance your Machine Studying Fashions
  • Construct a portfolio of labor to have in your resume
  • Supervised and Unsupervised Studying
  • Discover giant datasets utilizing knowledge visualization instruments like Matplotlib and Seaborn
  • Be taught NumPy and the way it's utilized in Machine Studying
  • Be taught to make use of the favored library Scikit-learn in your initiatives
  • Grasp Machine Studying and apply it to the job
  • Use fashionable instruments that large tech corporations like Google, Apple, Amazon and Fb use
  • Be taught which Machine Studying mannequin to decide on for every sort of downside
  • Be taught finest practices in relation to Knowledge Science Workflow
  • Learn to program in Python utilizing the most recent Python 3
  • Be taught to pre course of knowledge, clear knowledge, and analyze giant knowledge.
  • Developer Atmosphere setup for Knowledge Science and Machine Studying
  • Machine Studying on Time Collection knowledge
  • Discover giant datasets and wrangle knowledge utilizing Pandas
  • A portfolio of Knowledge Science and Machine Studying initiatives to use for jobs within the trade with all code and notebooks supplied
  • Study Knowledge Engineering and the way instruments like Hadoop, Spark and Kafka are used within the trade
  • Learn to apply Switch Studying
  • Be taught to carry out Classification and Regression modelling

Course Description​

Complete Machine Learning and Data Science Knowledge Science and Machine Studying from scratch, get employed, and have enjoyable alongside the way in which with essentially the most fashionable, up-to-date Knowledge Science & Machine Studying course on-line (we use the most recent model of Python, Tensorflow 2.Zero and different libraries).

We have additionally only recently totally up to date this course to make sure you're studying the most recent expertise and traits for 2021 and past.

Graduates of Zero To Mastery programs are actually working at Google, Tesla, Amazon, Apple, IBM, JP Morgan, Fb + different prime tech corporations. This may very well be you.

Complete Machine Learning and Data Science This course is concentrated on effectivity so that you just by no means must waste your time on complicated, old-fashioned or incomplete Machine Studying tutorials anymore. We're assured that that is essentially the most complete and fashionable course you will discover on the topic anyplace (daring assertion, we all know).

This complete and project-based course will introduce you to the entire fashionable expertise of a Knowledge Scientist and alongside the way in which, you'll construct many real-world initiatives so as to add to your portfolio. You're going to get entry to all of the code, workbooks and templates (Jupyter Notebooks) on Github, as a way to put them in your portfolio immediately.

The topics you will learn in this course are:​

  • Data Exploration and Visualizations
  • Neural Networks and Deep Learning
  • Model Evaluation and Analysis
  • Python 3
  • Tensorflow 2.0
  • Numpy
  • Scikit-Learn
  • Data Science and Machine Learning Projects and Workflows
  • Data Visualization in Python with MatPlotLib and Seaborn
  • Transfer Learning
  • Image recognition and classification
  • Train/Test and cross validation
  • Supervised Learning: Classification, Regression and Time Series
  • Decision Trees and Random Forests
  • Ensemble Learning
  • Hyperparameter Tuning
  • Using Pandas Data Frames to solve complex tasks
  • Use Pandas to handle CSV Files
  • Deep Learning / Neural Networks with TensorFlow 2.0 and Keras
  • Using Kaggle and entering Machine Learning competitions
  • How to present your findings and impress your boss
  • How to clean and prepare your data for analysis
  • K Nearest Neighbours
  • Support Vector Machines
  • Regression analysis (Linear Regression/Polynomial Regression)
  • How Hadoop, Apache Spark, Kafka, and Apache Flink are used
  • Setting up your environment with Conda, MiniConda, and Jupyter Notebooks
  • Using GPUs with Google Colab

This course solves the largest problem to getting into the Knowledge Science and Machine Studying subject: having all the mandatory sources in a single place and studying the most recent traits and on the job expertise that employers are literally on the lookout for.

Complete Machine Learning and Data Science The curriculum could be very hands-on as we stroll you from begin to end of changing into knowledgeable Machine Studying and Knowledge Science engineer.

By the tip of this course, you can be an entire Knowledge Scientist that may get employed at any firm you'll be able to think about. You're going to use the whole lot you study on this course to construct skilled real-world initiatives like Coronary heart Illness Detection, Bulldozer Value Predictor, Canine Breed Picture Classifier, and plenty of extra. By the tip, you should have a stack of initiatives you've gotten constructed you could showcase to others.

Complete Machine Learning and Data Science Machine Learning has functions in Enterprise Advertising and Finance, Healthcare, Cybersecurity, Retail, Transportation and Logistics, Agriculture, Web of Issues, Gaming and Leisure, Affected person Prognosis, Fraud Detection, Anomaly Detection in Manufacturing, Authorities, Academia/Analysis, Suggestion Methods and a lot extra. The talents discovered on this course are going to offer you numerous choices to your profession.
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