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35 General Knowledge courses delivered Online

Python With Data Science

By Nexus Human

Duration 2 Days 12 CPD hours This course is intended for Audience: Data Scientists, Software Developers, IT Architects, and Technical Managers. Participants should have the general knowledge of statistics and programming Also familiar with Python Overview ? NumPy, pandas, Matplotlib, scikit-learn ? Python REPLs ? Jupyter Notebooks ? Data analytics life-cycle phases ? Data repairing and normalizing ? Data aggregation and grouping ? Data visualization ? Data science algorithms for supervised and unsupervised machine learning Covers theoretical and technical aspects of using Python in Applied Data Science projects and Data Logistics use cases. Python for Data Science ? Using Modules ? Listing Methods in a Module ? Creating Your Own Modules ? List Comprehension ? Dictionary Comprehension ? String Comprehension ? Python 2 vs Python 3 ? Sets (Python 3+) ? Python Idioms ? Python Data Science ?Ecosystem? ? NumPy ? NumPy Arrays ? NumPy Idioms ? pandas ? Data Wrangling with pandas' DataFrame ? SciPy ? Scikit-learn ? SciPy or scikit-learn? ? Matplotlib ? Python vs R ? Python on Apache Spark ? Python Dev Tools and REPLs ? Anaconda ? IPython ? Visual Studio Code ? Jupyter ? Jupyter Basic Commands ? Summary Applied Data Science ? What is Data Science? ? Data Science Ecosystem ? Data Mining vs. Data Science ? Business Analytics vs. Data Science ? Data Science, Machine Learning, AI? ? Who is a Data Scientist? ? Data Science Skill Sets Venn Diagram ? Data Scientists at Work ? Examples of Data Science Projects ? An Example of a Data Product ? Applied Data Science at Google ? Data Science Gotchas ? Summary Data Analytics Life-cycle Phases ? Big Data Analytics Pipeline ? Data Discovery Phase ? Data Harvesting Phase ? Data Priming Phase ? Data Logistics and Data Governance ? Exploratory Data Analysis ? Model Planning Phase ? Model Building Phase ? Communicating the Results ? Production Roll-out ? Summary Repairing and Normalizing Data ? Repairing and Normalizing Data ? Dealing with the Missing Data ? Sample Data Set ? Getting Info on Null Data ? Dropping a Column ? Interpolating Missing Data in pandas ? Replacing the Missing Values with the Mean Value ? Scaling (Normalizing) the Data ? Data Preprocessing with scikit-learn ? Scaling with the scale() Function ? The MinMaxScaler Object ? Summary Descriptive Statistics Computing Features in Python ? Descriptive Statistics ? Non-uniformity of a Probability Distribution ? Using NumPy for Calculating Descriptive Statistics Measures ? Finding Min and Max in NumPy ? Using pandas for Calculating Descriptive Statistics Measures ? Correlation ? Regression and Correlation ? Covariance ? Getting Pairwise Correlation and Covariance Measures ? Finding Min and Max in pandas DataFrame ? Summary Data Aggregation and Grouping ? Data Aggregation and Grouping ? Sample Data Set ? The pandas.core.groupby.SeriesGroupBy Object ? Grouping by Two or More Columns ? Emulating the SQL's WHERE Clause ? The Pivot Tables ? Cross-Tabulation ? Summary Data Visualization with matplotlib ? Data Visualization ? What is matplotlib? ? Getting Started with matplotlib ? The Plotting Window ? The Figure Options ? The matplotlib.pyplot.plot() Function ? The matplotlib.pyplot.bar() Function ? The matplotlib.pyplot.pie () Function ? Subplots ? Using the matplotlib.gridspec.GridSpec Object ? The matplotlib.pyplot.subplot() Function ? Hands-on Exercise ? Figures ? Saving Figures to File ? Visualization with pandas ? Working with matplotlib in Jupyter Notebooks ? Summary Data Science and ML Algorithms in scikit-learn ? Data Science, Machine Learning, AI? ? Types of Machine Learning ? Terminology: Features and Observations ? Continuous and Categorical Features (Variables) ? Terminology: Axis ? The scikit-learn Package ? scikit-learn Estimators ? Models, Estimators, and Predictors ? Common Distance Metrics ? The Euclidean Metric ? The LIBSVM format ? Scaling of the Features ? The Curse of Dimensionality ? Supervised vs Unsupervised Machine Learning ? Supervised Machine Learning Algorithms ? Unsupervised Machine Learning Algorithms ? Choose the Right Algorithm ? Life-cycles of Machine Learning Development ? Data Split for Training and Test Data Sets ? Data Splitting in scikit-learn ? Hands-on Exercise ? Classification Examples ? Classifying with k-Nearest Neighbors (SL) ? k-Nearest Neighbors Algorithm ? k-Nearest Neighbors Algorithm ? The Error Rate ? Hands-on Exercise ? Dimensionality Reduction ? The Advantages of Dimensionality Reduction ? Principal component analysis (PCA) ? Hands-on Exercise ? Data Blending ? Decision Trees (SL) ? Decision Tree Terminology ? Decision Tree Classification in Context of Information Theory ? Information Entropy Defined ? The Shannon Entropy Formula ? The Simplified Decision Tree Algorithm ? Using Decision Trees ? Random Forests ? SVM ? Naive Bayes Classifier (SL) ? Naive Bayesian Probabilistic Model in a Nutshell ? Bayes Formula ? Classification of Documents with Naive Bayes ? Unsupervised Learning Type: Clustering ? Clustering Examples ? k-Means Clustering (UL) ? k-Means Clustering in a Nutshell ? k-Means Characteristics ? Regression Analysis ? Simple Linear Regression Model ? Linear vs Non-Linear Regression ? Linear Regression Illustration ? Major Underlying Assumptions for Regression Analysis ? Least-Squares Method (LSM) ? Locally Weighted Linear Regression ? Regression Models in Excel ? Multiple Regression Analysis ? Logistic Regression ? Regression vs Classification ? Time-Series Analysis ? Decomposing Time-Series ? Summary Lab Exercises Lab 1 - Learning the Lab Environment Lab 2 - Using Jupyter Notebook Lab 3 - Repairing and Normalizing Data Lab 4 - Computing Descriptive Statistics Lab 5 - Data Grouping and Aggregation Lab 6 - Data Visualization with matplotlib Lab 7 - Data Splitting Lab 8 - k-Nearest Neighbors Algorithm Lab 9 - The k-means Algorithm Lab 10 - The Random Forest Algorithm

Python With Data Science
Delivered OnlineFlexible Dates
Price on Enquiry

ChatGPT 101 - Supercharge Your Work and Life with ChatGPT

By Packt

If you want to enhance your problem-solving and decision-making abilities with ChatGPT's predictive capabilities, streamline your communication, and improve efficiency in professional/personal settings, this course is for you. Acquire the skills to train and fine-tune ChatGPT for specific applications and industries.

ChatGPT 101 - Supercharge Your Work and Life with ChatGPT
Delivered Online On Demand3 hours 13 minutes
£41.99

Harry Potter Quiz: Expert

By Achieve with Louise

A Harry Potter Quiz based on the books which focuses on some of the finer details that only true Harry Potter fans may know. This quiz is suitable for those aged 12+ A Zoom link will be sent to those who register and Louise, the host, will provide a link to the quizzing website, Kahoot! on the day of the quiz.

Harry Potter Quiz: Expert
Delivered OnlineJoin Waitlist
£3

Harry Potter Quiz: Beginner

By Achieve with Louise

A Harry Potter Quiz based on the movies and books. This quiz is suitable for children aged 7+ A Zoom link will be sent to those who register and Louise, the host, will provide a link to the quizzing website, Kahoot!

Harry Potter Quiz: Beginner
Delivered OnlineJoin Waitlist
£3

Harry Potter Quiz: Intermediate

By Achieve with Louise

A Harry Potter Quiz based on the books (not the movies). This quiz is suitable for children aged 10+ A Zoom link will be sent to those who register and Louise, the host, will provide a link to the quizzing website, Kahoot! on the day of the quiz.

Harry Potter Quiz: Intermediate
Delivered OnlineJoin Waitlist
£3

Educators matching "General Knowledge"

Show all 7
Tsarskoye Selo Russian Education Centre

tsarskoye selo russian education centre

5.0(13)

Amersham

The main goal of our Educational Centre is to give children the knowledge that they have every right to acquire. The Russian language has the potential to greatly help in future careers and to open doors. It will give you the advantage of belonging to at least two cultures, and for the more pragmatic, it will simply help to pass the GCSE examination. This is an investment in the child’s future, on a par with private school tuition and tutoring for 11+ years. In the Russian Educational Centre “Tsarskoe Selo”, you will find: Professional tutoring of children in Russian language and literature Development of knowledge about Russian culture and history, Russian classics of literature, painting, music Awakening and maintaining interest in each child in learning Russian Our Classes Previous Next Preschool education Children from 2 to 3.5 years old In the lesson, children expand their horizons and increase vocabulary in a playful way. Special attention at the lesson is paid to the development of speech of babies, fine motor skills, coordination of movement. Children sculpt from plasticine, draw, glue, sing and dance. Middle group Children 4-5 years old The training program includes: – speech development; basics of correct speech, expansion of vocabulary, basic knowledge of sounds, syllables and sentences. Retelling of simple texts. – acquaintance with fiction (reading fairy tales and stories, names of the authors) – acquaintance with elementary mathematical concepts – drawing, dancing Secondary school From the age of 7, children attend secondary school. In the classroom, children begin to work with textbooks, get acquainted with classical works of Russian and foreign literature, analyze texts, acquire research skills, and develop the ability to think critically. The program includes lessons of Culture, where children are introduced to the cultural achievements of different eras, countries and peoples. Online Lessons Previous Next During the COVID-19 pandemic, our Centre switched to online learning mode to continue delivering educational content to our students. We continue to offer online lessons to senior students and ad hoc online sessions to all age groups if required. Our Teachers All teachers of our Centre are Russian-speaking high-class professionals with extensive experience in educational institutions in the UK (over 10 years). We are very attentive to the selection of the teaching staff. Our team consists of excellent specialists specialising in pre-school education, proficient in the “Russian as a foreign language” method for bi-linguals, certified tutors in preparation for the delivery of GSCE and A-levels (Russian, mathematics). Clubs and Activities Click to accept marketing cookies and enable this content We offer many extra-curricular clubs and activities: Art Dance Mathematics All About Everything – General knowledge society We undertake day trips and longer excursions, both in the UK and abroad. Have a look at our past events! Book activities GCSE & A-Levels If you want to prepare well for the state exams at GCSE and A-level in Russian – come to “Tsarskoe Selo”! Our lessons are engaging and informative. We can provide individualised tuition to students and support them through the process of applying, preparing for and successfully sitting examinations. All students undergoing training at our school have received the highest score in the examinations! Our recent article in the Zima magazine talks about A-level and GCSE examinations. We discuss: 👉 important dates and examination procedures 👉where and how to prepare for the examinations and can one do it without support 👉what to look for in a Russian tutor Private Tuition Private lessons are one of the most effective ways to learn a language if you need to work on specific aspects. One-to-one training allows you to effectively address the needs and requests of an individual student. All of the teacher’s attention in the lessons will be focused only on your child. The teacher will be able to monitor progress in learning Russian and pay attention to weak points. An individual training program is tailored to your goals and objectives, and is based on the child’s current level of Russian language. We are able to arrange individual lessons both at the school base and at your home. For older children, we can offer online classes. Please contact us for more details.

Skills Development Training

skills development training

London

Skills Development Program (previously called as Business English & Skills Development Program) at the Center for Executive Education has been providing language and academic proficiency courses for more than two decade. Business English Program started at the instance of US AID in the year 1989-1990 for 16 and 17 grade officers who wanted to avail the scholarships which otherwise went un-utilized. The maximum amount of scholarships was availed by the candidates who prepared at the IBA to get the required scores in GRE and TOEFL. Later, the Russian Government wanted to give exposure to their employees, therefore, they were sent to this program to learn the English Language. Immediately after that the department started catering to under graduate Pakistani students to develop and enhance their skills in English, Mathematics and General Knowledge. The Business English Program commenced in the year 1998 and has proved to be a sought after program by professionals in the Junior & Middle Executive cadre. In 2013, the department with its new name enhanced its offering and conducted several new courses. These programs are skills based and targeted towards executives, professionals, business owners, teachers, school leaders and students working in various work spheres to enhance their analytic and technical skills set. Objectives: The objectives of Skills Development are as follows: Build skills & competencies Provide targeted development solutions for the most frequently identified areas where development is needed Design & deliver readily applicable courses Increase the skill level and employability of participants Ease the step up from junior roles to taking charge of a unit Capacity building of school leaders & teachers Every year new titles are introduced as per training needs analysis and input received from various clients.