Do you Need Live Online Training? Do you not have Time for Live Online? Do you Want to Start Immediately? Koenig's Flexi can help You.

Flexi is a Video Recording of Live Online + Official Courseware + Hands-On-Labs + Qubits Test

Flexi is a Unique Union of Live Online and On-Demand Learning Options.
Live Online
On Demand

Machine Learning with Python

Includes 50+ Tests Questions (Qubits42)
Module 1: Introduction
  • Why Machine Learning?
  • Why Python?
  • Scikit-learn
  • Essential Libraries and Tools
  • Python 2 Versus Python 3
  • Versions Used in this Book
  • A First Application: Classifying Iris Species
  • Summary and Outlook
  • Classification and Regression
  • Generalization, Overfitting, and Underfitting
  • Supervised Machine Learning Algorithms
  • Uncertainty Estimates from Classifiers
  • Summary and Outlook
  • Types of Unsupervised Learning
  • Challenges in Unsupervised Learning
  • Preprocessing and Scaling
  • Dimensionality Reduction, Feature Extraction, and Manifold Learning
  • Clustering
  • Summary and Outlook
  • Categorical Variables
  • Binning, Discretization, Linear Models, and Trees
  • Interactions and Polynomials
  • Univariate Nonlinear Transformations
  • Automatic Feature Selection
  • Utilizing Expert Knowledge
  • Summary and Outlook
  • Cross-Validation
  • Grid Search
  • Evaluation Metrics and Scoring
  • Summary and Outlook
  • Parameter Selection with Preprocessing
  • Building Pipelines
  • Using Pipelines in Grid Searches
  • The General Pipeline Interface
  • Grid-Searching Preprocessing Steps and Model Parameters
  • Grid-Searching Which Model To Use
  • Summary and Outlook
  • Types of Data Represented as Strings
  • Example Application: Sentiment Analysis of Movie Reviews
  • Representing Text Data as a Bag of Words
  • Stopwords
  • Rescaling the Data with tf–idf
  • Investigating Model Coefficients
  • Bag-of-Words with More Than One Word (n-Grams)
  • Advanced Tokenization, Stemming, and Lemmatization
  • Topic Modeling and Document Clustering
  • Summary and Outlook
  • Approaching a Machine Learning Problem
  • From Prototype to Production
  • Testing Production Systems
  • Building Your Own Estimator
  • Where to Go from Here
  • Conclusion

We do not have a fresh Live Online Recording for the course. It can take 4-5 days to edit a recording. If your need is urgent, request for an un-edited version.

Flexi Video

USD 99

Official Courseware

USD 49




USD 99

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Q1. How long do you have access to Flexi after purchase?

A. 3 months from date of delivery.

Q2. Can the content be shared or is it only available for one user?

A. It is only for the self-use of the purchaser.

Q3. Do you have business packages that you offer to companies that would make use of these packages on a regular basis?

A. Yes, contact us for corporate packages.

Q4. What is the pass rate of students that used Flexi as their method of preparation?

A. We do not track the pass rate of Flexi students. We, however suspect that it will be lower than for Live Online.

Q5. If we buy Flexi today, and there are any updates in the course, do we get the updated recordings as well or do we need to repurchase Flexi?

A. If the latest update comes within 3 months after the sale we can give the updated version.

Q6. Can we download the videos or we stream them online?

A. Videos can only be streamed and not downloaded.

Q7. Do you have courses in languages other than English?

A. Presently Flexi is only available in English.

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