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Duration 3 Days 18 CPD hours This course is intended for This course is geared for Python-experienced attendees who wish to be equipped with the skills you need to use pandas to ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets. Overview Working in a hands-on learning environment, guided by our expert team, attendees will learn to: Understand how data analysts and scientists gather and analyze data Perform data analysis and data wrangling using Python Combine, group, and aggregate data from multiple sources Create data visualizations with pandas, matplotlib, and seaborn Apply machine learning (ML) algorithms to identify patterns and make predictions Use Python data science libraries to analyze real-world datasets Use pandas to solve common data representation and analysis problems Build Python scripts, modules, and packages for reusable analysis code Perform efficient data analysis and manipulation tasks using pandas Apply pandas to different real-world domains with the help of step-by-step demonstrations Get accustomed to using pandas as an effective data exploration tool. Data analysis has become a necessary skill in a variety of domains where knowing how to work with data and extract insights can generate significant value. Geared for data team members with incoming Python scripting experience, Hands-On Data Analysis with Pandas will show you how to analyze your data, get started with machine learning, and work effectively with Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn. Using real-world datasets, you will learn how to use the powerful pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will be able to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding lessons, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data. Students will leave the course armed with the skills required to use pandas to ensure the veracity of their data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets. Introduction to Data Analysis Fundamentals of data analysis Statistical foundations Setting up a virtual environment Working with Pandas DataFrames Pandas data structures Bringing data into a pandas DataFrame Inspecting a DataFrame object Grabbing subsets of the data Adding and removing data Data Wrangling with Pandas What is data wrangling? Collecting temperature data Cleaning up the data Restructuring the data Handling duplicate, missing, or invalid data Aggregating Pandas DataFrames Database-style operations on DataFrames DataFrame operations Aggregations with pandas and numpy Time series Visualizing Data with Pandas and Matplotlib An introduction to matplotlib Plotting with pandas The pandas.plotting subpackage Plotting with Seaborn and Customization Techniques Utilizing seaborn for advanced plotting Formatting Customizing visualizations Financial Analysis - Bitcoin and the Stock Market Building a Python package Data extraction with pandas Exploratory data analysis Technical analysis of financial instruments Modeling performance Rule-Based Anomaly Detection Simulating login attempts Exploratory data analysis Rule-based anomaly detection Getting Started with Machine Learning in Python Learning the lingo Exploratory data analysis Preprocessing data Clustering Regression Classification Making Better Predictions - Optimizing Models Hyperparameter tuning with grid search Feature engineering Ensemble methods Inspecting classification prediction confidence Addressing class imbalance Regularization Machine Learning Anomaly Detection Exploring the data Unsupervised methods Supervised methods Online learning The Road Ahead Data resources Practicing working with data Python practice
Immerse into the intricacies of Salesforce Experience Cloud with our training course and explore building sites, Salesforce CMS, content moderation, gamification, and partner portal setups. Learn about sharing rules, dashboards, and Salesforce CMS integration with a focus on user management, social login, and Lightning Bolts.
This very practical workshop has a simple objective: to help you prepare, design and deliver memorable and high-quality presentations. This programme will help you: Use a proven, structured tool-kit when designing and developing presentations Benefit from short cuts and best practice when designing and using Powerpoint presentations Select the right information, examples, exercises and activities - and use them well Prepare and structure a presentation or session appropriate to the audience, and to best achieve your objectives Maintain audience or group interest Develop and practise presentation skills to improve your voice tone, speech power and body language Use practical methods to control nerves and anxiety - develop higher levels of confidence and credibility Command a room, hold attention and create a high impact 1 Introduction Personal objectives Key messages and learning objectives of the workshop 2 Presentation skills What does good look like? Exercise: Characteristics of high/low impact presentations Presenting yourself as a 'winner' The energy / attitude model Exercise: Being a winner 3 Preparation skills - eight steps to preparing a great presentation, plus Powerpoint tips •The magic circle• How to 'assume the role' when presenting• The eight steps• Step 1 - develop your objectives- The five questions that you must answer before preparing your presentation- Defining your objectives and outcomes- Creating a first draft- Step 1 exercise• Step 2 - analyse your audience- Doing your homework: audience, event, venue- Developing a pre-event check-list- Methods and means for researching your audience- Step 2 exercise• Steps 3 and 4 - structure the main body of your presentation and state the main ideas- Ways to structure your presentation for maximum impact- Balancing and managing content and topics- Organising your information: 6 options and methods- Your 'one main point' and creating a 30-second summary- Steps 3 and 4 exercises• Step 5 - decide on supporting information, using the toolkit- Making your case convincing: ways to support your claims- Selecting and using relevant and interesting examples- Quotes, case studies and printed material- Presenting statistics, tables and graphs- Ways of maintaining visual interest- Transitions and links, creating a 'golden thread'- Step 5 exercise: Creating compelling stories and anecdotes4• Step 6 - create an effective 'opening'- Claiming the stage and creating a good first impression- The three most powerful ways of opening a presentation- The five elements of a strong opening- Step 6 exercise: Participants work individually to prepare an opening, focusing onpersonal introduction, and then deliver to the group, with structured feedback• Step 7 - develop transitions- Step 7 exercise / examples• Step 8 - create an effective close- Signalling and sign-posting; the importance of, and how to do it effectively- Five ways to close a presentation successfully- Step 8 exercise / examples• Presentation design and Powerpoint- An interactive review of participants' own real-life past presentations and advanced tipsand techniques on using Powerpoint effectively 4 Facilitation skills The three main types of group activity - triads, teams and main group How to select the right activity, define the objectives, set it up and run the debrief Using energisers - with examples Exercise: Dealing with 'difficult' behaviours Exercise: Working in triads, design and deliver 5 Tips and tricks: presentation and facilitation 10 reasons why facilitation fails Five golden rules for success Defining the session goals and the facilitation plan Open and closed questions - why and when to use Using a 'car park' to manage unresolved issues Using AV aids - tips and tricks Exercises: Including participants working in pairs to prepare a short section form of one of their own presentations 6 Putting it all together Summary of key learning points Action plan
At some point in your life you will have attended a training course or workshop, but what happens when you are asked to deliver one? Some people relish the opportunity while others are challenged by it. Whatever you feel about training others, it is a skill that is admired and can be studied and learned. With the trainer you will be learning the techniques, skills and understanding you need and you will have the chance to deliver a short training session to others, receive feedback and having the confidence to deliver it for real in your job. The training will comprise one day followed by a half day when all those able to attend will deliver and have feedback on a 20 minute training activity. To be able to create and maintain an environment conducive to learning and engagement To understand basic learning theory and practice and the difference between training, facilitating and learning To understand how adults learn and how to apply it as a trainer To be able to plan and deliver a training activity using the appropriate set of skills and behaviours To be able to review and evaluate learning and identify how outcomes are met To manage the learning process and the participant engagement in the training environment To be able to present effectively and appropriately to a variety of audiences To deliver and receive feedback on a short delivered training activity with peers To review and evaluate learning and have an action plan to take back and put into practice DAY ONE (full-day) 1 Welcome, housekeeping, how the day will be run Introductions (and making the most of them) Warm up - breaking the ice followed by review and feedback Creating an environment conducive to learning and engagement; managing expectations well as a trainer Group task with feedback and review in plenary 2 What is training and how do adults learn? Trainer input: David Kolb's Learning Cycle Group tasks 3 How to plan a session and what to include - trainer input Starting at the end and working backwards Linking outcomes to purposeful activities Practice task and planning time for day two using a template 4 The skills and behaviours of a brilliant trainer Modelling skills and behaviours Creative task and discussion 5 Mini reviewing task De-brief - using reviewing in training 6 How to manage the process Trainer input followed by practice Paying conscious attention to language (verbal and non verbal), feelings and responses in the room and managing yourself as a trainer 7 The trainer's toolkit #1 Key tools, materials and templates Choosing different tools and approaches with different audiences Know your audience 8 The trainer's toolkit #2 Key tools, materials and templates continued Addressing trainer good practice 9 Review, evaluation and action planning activities Why and what should we be evaluating and why it's important Action planning task Group review task DAY TWO (half-day) The day will comprise a series of 30 minute timed sessions where each delegate will present and deliver a training activity with the group. The training activity will be prepared and planned in advance and will take 20 minutes (+ or - 2 minutes) to deliver in real time. This will be followed by review and feedback from the trainer and peers to complete the total of 30 minutes as a time slot. Reiteration of the task and discussion can take place with the trainer if needed, and there is time included in Day One to support the training planning.
In this competitive job market, you need to have some specific skills and knowledge to start your career and establish your position. This Comprehensive IELTS Writing Task 1 course will help you understand the current demands, trends and skills in the sector. The course will provide you with the essential skills you need to boost your career growth in no time. The Comprehensive IELTS Writing Task 1 course will give you clear insight and understanding about your roles and responsibilities, job perspective and future opportunities in this field. You will be familiarised with various actionable techniques, career mindset, regulations and how to work efficiently. This course is designed to provide an introduction to Comprehensive IELTS Writing Task 1 and offers an excellent way to gain the vital skills and confidence to work toward a successful career. It also provides access to proven educational knowledge about the subject and will support those wanting to attain personal goals in this area. Learning Objectives Learn the fundamental skills you require to be an expert Explore different techniques used by professionals Find out the relevant job skills & knowledge to excel in this profession Get a clear understanding of the job market and current demand Update your skills and fill any knowledge gap to compete in the relevant industry CPD accreditation for proof of acquired skills and knowledge Who is this Course for? Whether you are a beginner or an existing practitioner, our CPD accredited Comprehensive IELTS Writing Task 1 course is perfect for you to gain extensive knowledge about different aspects of the relevant industry to hone your skill further. It is also great for working professionals who have acquired practical experience but require theoretical knowledge with a credential to support their skill, as we offer CPD accredited certification to boost up your resume and promotion prospects. Entry Requirement Anyone interested in learning more about this subject should take this Comprehensive IELTS Writing Task 1 course. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. The course is open to students from any academic background, as there is no prerequisites to enrol on this course. The course materials are accessible from an internet enabled device at anytime of the day. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £4.99 and the hard copy for £9.99. Also, you can order both PDF and hardcopy certificates for £12.99. Career path The Comprehensive IELTS Writing Task 1 will help you to enhance your knowledge and skill in this sector. After accomplishing this course, you will enrich and improve yourself and brighten up your career in the relevant job market. Course Curriculum Unit 01: Introduction Welcome Aboard 00:08:00 Fundamentals of Writing Task 1 00:06:00 The 4 Main Types of Questions 00:07:00 How to Get a High Score 00:07:00 How this course is Structured 00:03:00 Unit 02: Ingredients First Ingredient: Task Achievement 00:16:00 Second Ingredient: Cohesion and Coherence 00:09:00 Third Ingredient: Grammatical Range and Accuracy 00:03:00 Grammar: Tenses 00:20:00 Grammar: Articles and Agreement 00:09:00 Grammar: Active vs. Passive Voice 00:07:00 Grammar: Simple and Compound Sentences 00:18:00 Grammar: Complex Sentences 00:12:00 Grammar: Correlative Conjunctions 00:09:00 Grammar: Relative Clauses 00:11:00 Grammar: Combining Elements 00:06:00 Grammar: Punctuation 00:21:00 Grammar: Writing Numbers 00:08:00 Fourth Ingredient: Lexical Resource 00:02:00 Vocabulary for Trend Graphs 00:10:00 Vocabulary for Comparative Graphs 00:12:00 Vocabulary for Process Diagrams 00:04:00 Vocabulary for Maps 00:17:00 Unit 03: The Recipe Introduction to unit 3: The Recipe 00:04:00 The Basics of Writing Introductions 00:04:00 How to Write Introductions for Trend Graphs 00:15:00 How to Write Introductions for Comparative Graphs 00:13:00 How to Write Introductions for Process Diagrams 00:04:00 How to Write Introductions for Maps 00:02:00 The Basics of Writing Overviews 00:04:00 How to Write Overviews for Trend Graphs 00:19:00 How to Write Overviews for Comparative Graphs 00:15:00 How to Write Overviews for Process Diagrams 00:08:00 How to Write Overviews for Maps 00:03:00 The Basics of Writing Specific Details 00:03:00 How to Write Specific Details for Trend Graphs 00:29:00 How to Write Specific Details for Comparative Graphs 00:26:00 How to Write Specific Details for Process Diagrams 00:12:00 How to Write Specific Details for Maps 00:07:00 Unit 04: Cooking- Putting It All Together Practice Question 1 in Real-Time 00:22:00 Breakdown of Practice Question 1 00:19:00 Practice Question 2 in Real-Time 00:17:00 Breakdown of Practice Question 2 00:27:00 Final Tips 00:11:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00
This Strategy Insights Masterclass explores what strategic planning is really about and how to approach it effectively (including how to consider the uncertainty of the future).
Prioritize student well-being with our Health and Safety course for teaching assistants. Equip yourself with the knowledge to create a secure learning environment.
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