Definition of the ML workflow Clause Samples

Definition of the ML workflow. The machine learning workflow is composed by the typical phases implemented during a machine learning project (see Figure 4): (1) Use case conception and problem formulation: This step consists of the definition of the valuable information to get out of the model. (2) Data preparation: The potential usefulness and accuracy of the model will depend on the quality of the data gathered during this step. Tasks to be performed will include identifying sources of data, aggregating, and cleaning them into a single dataset. (3) Features engineering and selection: This step covers the understanding and enhancement of the data. Adding new features to a dataset is a key step in the machine learning process. (4) Dataset split: This phase involves breaking processed data into three datasets—training, validating, and testing: 1. Training dataset—used to initially train the algorithm and teach it how to process information. 2. Validation dataset—used to estimate the accuracy of the model during the training process. 3. Testing dataset—used to compare the accuracy and performance of the models. This set is also meant to expose any issues that might have appeared during training. (5) Model building and tuning: Choose the best model suitable to solve the user's problem and define their parameters. (6) Model training and testing: This step involves feeding the training dataset to the model. It will then be able to learn appropriate parameters from the features.
View Source

Related to Definition of the ML workflow

  • Definition of the Term Business Day". For purposes of this Agreement, "Business Day" means any day on which the New York Stock Exchange, Inc. is open for trading.

  • Definition of the Terms “Business Day”, “Affiliate” and “Subsidiary”. For purposes of this Agreement, (a) “business day” means each Monday, Tuesday, Wednesday, Thursday or Friday that is not a day on which banking institutions in New York are generally authorized or obligated by law or executive order to close, and (b) “affiliate” and “subsidiary” have the meanings set forth in Rule 405 under the Securities Act.

  • Definition of Layoff A layoff shall be defined as a reduction in the work force or a reduction in the regular hours of work as defined in this Agreement.

  • Definition of Overtime All time worked in excess of forty (40) hours during any one (1) week shall be considered overtime. All overtime must be properly authorized by the Employer.

  • Common Areas - Definition The term "Common Areas" is defined as all areas and facilities outside the Premises and within the exterior boundary line of the Industrial Center that are provided and designated by the Lessor from time to time for the general non-exclusive use of Lessor, Lessee and of other lessees of the Industrial Center and their respective employees, suppliers, shippers, customers and invitees, including parking areas, loading and unloading areas, trash areas, roadways, sidewalks, walkways, parkways, driveways and landscaped areas.