Describe in detail different Machine Learning models used.
1. Geometric Models Geometric models represent data as points in a multidimensional space. Learning in these models involves finding geometric structures like hyperplanes, clusters, or nearest neighbors that can separate or classify the data. These models rely on the distance between data points, vector spaces, and geometric transformations. Example: Linear Classifiers (Perceptron, Logistic Regression, SVM) Nearest Neighbor Classifiers
Protein Kwashiorkor, Marasmus, Growth retardation 1. Obesity 2. Renal overload 3. Gout
Carbohydrates Ketosis, Fatigue, Protein breakdown for energy 1. Obesity 2. Type-2 Diabetes 3. Metabolic syndrome
Fat Essential fatty acid deficiency → Dry skin, Poor wound healing, Growth failure 1. Obesity 2. Atherosclerosis 3. Fatty liver
Calcium Rickets, Osteoporosis, Tetany 1. Hypercalcemia 2. Kidney stones
Iron Iron-deficiency anemia 1. Hemochromatosis 2. Liver damage 3. Heart damage
Iodine Goiter, Cretinism,
1.
Diabetes Mellitus
2.
Hypo vs. Hyperglycemia
3.
Insulin
Matthew Arnold’s Dover Beach is a deeply melancholic and philosophical poem that stands as one of the finest examples of Victorian poetry. Written in the mid-19th century, it is a reflective piece that blends personal emotion, social commentary, and existential anxiety.Arnold, who was both a poet and a cultural critic, uses this poem to express his disillusionment with the modern world, the decline of religious faith, and the fragile condition of human life. The poem can be read as an elegy, a
Definition of Iterative Algorithm: An iterative algorithm is an algorithm that repeatedly executes a set of instructions using loops (for, while, do-while) until a certain condition is satisfied. Instead of solving a problem directly in one step, the solution is approached gradually by repeating computations and updating variables. Iterative algorithms rely on repetition (iteration). They are widely used for problems involving repeated calculations, searching, and optimization. Example: Linear Search,
द्रव्य पर्याय खनिजीय पहचान स्रोत प्रकार ग्राह्य-अग्राह्य दोष शोधन मरण
1. परद (Mercury) रसेन्द्र, सुत, रसराज Hg (Mercury) भूमिगत सिनाबार, हिमालय, चीन रसा, रोगहर चमकीला, भारी, गाढ़ा, द्रव ग्राह्य; हल्का, निस्तेज
Q1: Explain the Registration Procedure for Formation of a Company
1. Meaning: Registration is the legal process by which a company is formally created and recognized as a separate legal entity under the Companies Act. It ensures that the company can legally enter into contracts, own property, and conduct business in its own name.
2. Introduction: A company cannot exist legally until it is registered with the Registrar of Companies (ROC). Registration provides the company with a distinct legal identity...