eChapters

As we know there are different branches of artificial Intelligence and machine Learning of one of them which has become a most advance and widely used branch of artificial Intelligence in every field of this generation whether it may be either electronics, civil, mechanics, Bioengineering, medical or agriculture etc., In this chapter we will study about machine learning and its types with the most common algorithms of machine learning which are being mostly used in different scenarios and their implementation using python language has been discussed in the implementation part of this book. Here we will also see where machine learning can be used.

i. Introduction

Machine learning is a subset of Artificial Intelligence and one of the most important part of artificial Intelligence. It is a field of Computer science which is totally differs from traditional computational approaches. In traditional approaches, a set of instruction is explicitly provided to the algorithm to solve any problem. Whereas in Machine Learning is a domain of an AI which uses a statistical analysis and can enables a system to always learn from its data without any external inputs in order to give an essential output. Due to this machine learning makes computers in advance to make model which provide decision based on input data.

Machine Learning involves a lot of algorithms which usually based on their requirements and functionalities to use where and when. To make a machine learning model we always require the data on which model can be made. Machine learning uses the algorithm which continuously learns from the data available as training data. A machine learning model is generated after the training of algorithm from the data. After the training completes, when trained model is provided with other real-life data then you can get an essential outcome. For example, in figure 3.1 Machine learning Model we use a predictive algorithm and make a model by providing it with some data, and later on we can receive prediction’s based on real data as input.

Introduction

A machine shop is a place with machining tools and supplies where hand and power tools are used to make, finish, refurbish, or repair machines and their parts. Machine shops come in helpful for repairing and fabricating a wide range of metal things.

Machining

Machining is the most extensive technological procedure in the manufacturing industry. 

A number of quality management tools are being used in food processing industry. Often selection of such tools are tough as it involves several factors for decision-making. The problem of choice of quality management and tools can be solved by selection on the basis of the objective decision making process rather than on the opinion of the decision makers (Sukkarn and Thawesaengskulthai, 2015).

Introduction

Fertilizers in India, are mostly applied either through broadcasting, foliar application or using seed cum fertilizer drills. With the introduction of micro irrigation systems, the application of fertilizers along with the irrigation water became promising and is gaining momentum. The goal of fertilizer application through irrigation is to maximize the uptake rate of fertilizers in order to minimize the losses.

A Flame Photometer has long been in use for analysis of elements; however, it is now being gradually replaced by Atomic Absorption Spectrophotometer. The reason being, that the former can analyze only a few elements such as sodium (Na), potassium (K), calcium (Ca), barium (Ba) and lithium (Li), whereas the later can be used to analyze almost all the elements known, provided a specific Hollow Cathode Lamp (HC), for a specific element, is available. In addition, Atomic Absorption Spectrophotometer is more precise and accurate in measurement as compared to Flame Photometer.

In this chapter, we shall deal with the operation techniques, working principles and a brief description of each and every component/constituent unit of a Flame Photometer as well as an Atomic Absorption Spectrophotometer.

1.    The term “macroeconomics” has been derived from a Greek word?

(a) MICROS

(b) MIKROS

(c) MAKROS

(d) MACROS

2.    Who coined the term ‘macro economics’?

(a) A. Smith

(b) Samuelson

(c) A. Marshall

(d) Ragner Frish

Algae are organisms that grow in an aquatic environment and use light and carbon dioxide (CO2) to produce biomass. There are two categories of algae: macroalgae and microalgae. Macroalgae, measured in inches, are large multicellular algae that often grow in ponds. Macroalgae refers to thousands of macroscopic and multicellular seaweed species. The term includes some species of macroalgae such as Rhodophyta (red), Phaeophyta (brown), and Chlorophyta (green). Algae species such as kelp provide important breeding habitats for fisheries and other marine species, thereby protecting food sources; Other species such as plankton algae play an essential role in carbon sequestration and produce up to 90% of the Earth’s oxygen. Macroalgae, or large seaweeds, grow very rapidly and can reach extraordinary lengths up to 60 meters (McHugh, 2003). Their growth rates are much higher compared to many land plants. For example, wild brown algae can yield between 3.3 and 11.3 kg of dry biomass per square meter each year, and cultivated varieties can produce up to 13.1 kg in just seven months. In contrast, sugarcane, which is known for its high productivity, typically produces 6.1 to 9.5 kg of fresh biomass per square meter per year (Kraan. 2010). Additionally, macroalgae are available naturally in water bodies on a seasonal basis, and farming them in the ocean does not require traditional farming land or fertilizers. This makes them a promising option for addressing energy needs, as they are not only used for food and hydrocolloid extraction but also have potential for ethanol production. Humans have a long history of growing algae for uses such as food, food additives, feed, textiles and papers, bio-plastics. In recent years, seaweed farming has become a worldwide agricultural practice, providing food and feedstock for various chemical uses such as carrageenan, animal feed, biofertilizers and growth promoters. Due to its importance in marine ecology and carbon uptake, recent attention has focused on kelp farming as a potential climate change mitigation strategy for carbon dioxide biocapture, along with other benefits, such as reduced nutrient loads and increased habitat for coastal aquatic species, and reduced local ocean acidification in addition to biofuel opportunities. The seven most commonly cultivated algal taxa are Eucheuma spp., Kappaphycus alvarezii, Gracilaria spp., Saccharina japonica, Undaria pinnatifida, Pyropia spp. and Sargassum fusiform. Eucheuma and K. alvarezii are cultivated for carrageenan (a gelling agent); Gracilaria is grown for agar; while the rest is grown for food. Macroalgae production has become a cornerstone of global aquaculture, serving diverse industries such as food, biofuels, and pharmaceuticals

Macroeconomic policy : Top-down policy by government and central banks, usually intended to maximise growth while keeping down inflation and unempoyment. The main instruments of macroeconomic policy are changes in the rate of interest and money supply, known as monetary policy, and changes in taxation and public spending, known as fiscal policy. The fact that unemployment and inflation often rise sharply, and that growth often slows or gdp falls, may be evidence of poorly executed macroeconomic policy. However, business cycles may simply be an unavoidable fact of economic life that macroeconomic policy, however well conducted, can never be sure of conquering.

Macroeconomics : The big picture analysing economy-wide phenomena such as growth, inflation and unemployment. Contrast with microeconomics, the study of the behaviour of individual markets, workers, households and firms. Although economists generally separate themselves into distinct macro and micro camps, macroeconomic phenomena are the product of all the microeconomic activity in an economy. The precise relationship between macro and micro is not particularly well understood, which has often made it difficult for a government to deliver well-run macroeconomic policy.

Managed Care : Managed care is a livestock health care plan that integrates the financing and delivery of livestock health care services by using arrangements with selected health care providers to provide services for covered individuals. Plans are generally financed using capitation fees. There are significant financial incentives for members of the plan to use the health care providers associated with the plan. The plan includes formal programs for quality assurance and utilization review.

Cells Contain 4 Major Types of Giant Molecules (Macromolecules, Polymers)

Carbohydrates

Lipids

Proteins

Nucleic Acids

BIOLOGICAL POLYMERS ARE MADE FROM ABOUT 60 SMALL BUILDING BLOCKS

Cells contain thousands of types of giant molecules (macromolecules, polymers)

Polymers are macromolecules made from a single building block molecule Most of the macromolecules are made from about 60 types of small building block molecules

Most macromolecules are linear: building blocks linked head to tail- a few have branches (some polysaccharides)

This is what you would get if you heated cells in hydrochloric acid overnight at 110 degrees C:

Macromutations were observed in the present set of experiments, under all the treatments (Table 12-14).

As the dosage of gamma rays increased, there was a decrease in their frequency. EB showed less mutation frequency than gamma rays and EMS. But in combination with gamma rays it produced more frequency of macromutations. As the dose increased the frequency also increased. EMS as single treatment produced macromutations like that of gamma rays, but in combination with gamma rays it produced more frequency than gamma rays as individual treatment. However, as the dosage increased the mutation frequency was also reduced. Medium dose combination produced more mutations than higher and lower dose combinations of gamma rays + EMS.

On M₂ plant basis, gamma rays in combination with EB produced the maximum viable mutation rate (4.04), whereas gamma rays individually induced a maximum rate of 2.23 and EB as a sole mutagen generated a maximum rate of 0.79. But EMS as a single treatment showed 1.69 as viable mutation rate, in combination with gamma rays it generated as much as 2.49. Combination treatment showed a less than synergistic effect.

Nitrogen Content in Indian Soil Because of tropical and subtropical climates Indian soils have very low nitrogen content and in the majority of cultivated soil it varies from 0.02% to 0.13%. Low levels of N in Indian soil is primarily attributed to climate and secondarily to cropping. Climate plays the dominant role in determining the nitrogen content in soil through the effect of soil organic matter content. Generally heavy textured soils have higher N content than loamy or sandy soils. Other factors remaining the same, total N content in soil decreases with the increase in annual temperature at a given humidity level, on the other hand, it increases with increasing humidity level at a given annual temperature. Maximum N content in soil occurs in the surface layer of soils and decreases with depth in soil profile. The variation of distribution of N content in soil with depth is attributed by varying accumulation of organic matter in soil profile.

The macroscopic characteristics of wood give the clues to the conditions under which the wood is grown, provide an indication of physical properties and serve as an aid in wood identification.

Growth rings do not always appear as distinct alternating bands of earlywood and latewood. Some hardwoods, for example, form large-diameter pores early in a growing season and much smaller pores later in the year; such woods are called ring-porous. Discontinuous rings are occasionally found in trees having one-sided crowns and in heavily defoliated, suppressed, and over mature trees. Examination of a stem cross-section often reveals a dark-colored center portion surrounded by a lighter-colored outer zone. The dark center area is known as heartwood and the lighter tissue as sapwood. Trees in which fibers are spirally arranged about the stem axis are said to have spiral grain.

Wood can often be identified by macroscopic characteristics, particularly by colour, gloss, odour, weight and structure. Wood have two types of features:

A) Macroscopic or Gross feature

B) Minute structure feature

Madar, represented mainly by Calotropis gigantea and related species, is a hardy flowering plant adapted to a wide range of environmental conditions, including marginal and dry lands. Its flowers are valued for religious purposes and loose flower use, while different plant parts have traditional medicinal significance. The chapter discusses the origin, distribution, genetics, botanical characteristics and important species of Madar. It emphasizes the crop’s drought tolerance and adaptability to arid and semi-arid conditions. Production practices include seed propagation, land preparation, planting, nutrient management, irrigation and cultural operations. The chapter also addresses pests and diseases, harvesting, special postharvest handling because of latex, yield and commercial opportunities.

Madhya Pradesh is a major pulse producing state of the country and more than half a dozen of pulses are grown on 48.99 lakh  ha area with an annual production of 41.73 lakh tonnes and average productivity of 852 kg/ha (Table 1).  The pulses production share of Madhya Pradesh is 28.6% to national pulses production. Amongst the pulses, chickpea, pigeonpea, moong, urad, lentil and field pea are the important crops of the state. These crops contribute about 3296 thousand tones to national pulse basket from an area of about 4318 thousand hectares (Table 2). Among the pulse crops grown in the state, chickpea accounts 76% in production from 60% area. Second important pulse is lentil (13%) followed by uradbean (12%), pigeonpea (8%), field pea (5%) and mungbean (2%) with percent share of 8, 5, 7, 3 and 1 in production, respectively. The area and consequent production of pulse crops in the state showed, in general, an increasing trend since 1981 till date (Table 2 and Fig.1). Linear increase in yield of these crops from 531 kg/ha to 764 kg/ha in this period is also witnessed as the impact of technological advancement in these crops in the recent past. Natural calamities mostly drought in few to most of the districts is the main reason of low productivity in triennium ended in 2004.

Abstract

Mythology is a unique subject of religious or cultural traditions. Plants play a vital role in the practice of these traditions. The use of plants may be an approach towards their conservation by demonstrating their magico-religious importance or their efficiency in keeping away some infectious microbes. Reason may be any, but all such herbs needs scientific interventions with respect to their usage. In this manuscript 69 such plant species are enumerated which are used for magico-religious purposes. Maximum species were recorded from dicots and seeds have shown maximum percentage among the plant parts to be used for the purpose. The knowledge about the magico-religious usage among the inhabitants is communicated through oral, literature or practice. The quantitative indices like Cultural Significance Index and Factor Informant Consensus have been calculated for the collected data from 92 informants in the region. The calculated ethnobotanical quantitative indices indicate Capsicum annuum and Santalum album are the culturally more significant plants and there is a strong homogeneity in the practices among the people of different districts.

Estimation of Magnesium in Feeds, Fodders and Faeces
(Gravimetric method - AOAC, 1965)
Principle

Evaporation of calcium free filtrate is carried out to drive off ammonium chloride and nitric acid is added to decompose ammonium salts, which is then subsequently driven off by evaporation. NH₄Cl + HNO₃ = HCl + NH₄NO₃ (driven off). Sodium citrate in solution yields citric acid which has got a tremendous effect on aluminium and iron in that the citric acid keeps these materials in solution.

At neutrality, first the normal magnesium phosphate is formed, which is then turned to magnesium ammonium phosphate, which on incineration gives rise to magnesium pyrophosphate (Mg₂P₂O₇).

12.1 Introduction

A magneto hydrodynamic energy conversion system or MHD system converts heat energy directly into electricity. An MHD generator produces electricity via the interaction of a moving fluid with a magnetic field and ionized gas. MHD conversion does not involve any mechanical conversion intermediary. As a result, this process offers substantial fuel savings because the process of producing mechanical energy and then converting it to electrical energy is eliminated. It is possible to generate electricity in large quantities using MHD power plants while reducing the impact on the environment. During his Bakerian lecture in 1832 to the Royal Society, Michael Faraday presented the concept of MHD power generation for the very first time. 

Magnolia champaca, formerly known as Michelia champaca, is a highly fragrant flowering tree valued for loose flowers, religious offerings, garlands, landscaping and perfumery. Its strongly scented cream to yellow-orange flowers are an important source of fragrance and essential oil. This chapter discusses the origin, distribution, genetics and botanical characteristics of the crop, including important varieties. It explains climatic and soil requirements, propagation, land preparation, planting, nutrient management and irrigation. Cultural practices for maintaining growth and flowering are also described. The chapter further covers major insect pests and diseases, harvesting, postharvest handling and yield, highlighting the importance of Champak as both a traditional flower crop and a valuable raw material for perfumery.

Named after a French botanist Pierre Magnol, Magnoliaceae is a family of about 7 genera and 300 species, mainly distributed in the warm temperature regions of the Northern Hemisphere. The species are common in eastern Asia and eastern North America, and found also in Brazil, West Indies, and Malaysia.
Description of family
1) General habit: Deciduous or evergreen, often aromatic shrubs or trees; Liriodendron tulipifera reaches 20 to 65 m in height; Michelia and Magnolia are medium sized trees or shrubs; Schizandra is a climber.
2) Leaves: Alternate, large, simple, entire, petiolate, pinnately-veined; stipulate, stipules large, protect young buds and leave a circular scar on falling; stipules absent in Wintereae; oil glands present.
3) Inflorescence: Flowers usually solitary, either axillary or terminal; flowers crowded near the tips of the branches in Illicium.
4) Flowers: Large, showy, bracteate (Magnolia, Michelia) or ebracteate, pedicellate, bisexual but rarely unisexual flowers while other have bisexual flowers.

Genetic architecture of a population is the result of prolonged natural selection. The populations which exist in diverse environments might have been strongly diversified genetically. So, it is necessary to understand the extent and rates of genetic divergence existing between the diversified forms or types. Genetic diversity must be sufficient enough to justify breeding effort. Genetic diversity may be available in improved germplasm or it may exist only in genetically inferior stocks. The availability of statistical tools to quantitatively measure the genetic divergence between two or more populations and the relative contribution of individual characters to the total divergence have permitted to trace the evolutionary patterns in some crops such as rice and tobacco and in choosing the parents for hybridization in crop plants (Rao, 1958; Blackith, 1960; Morishima and Oka, 1960; Murthy et al.,1962). Among the several statistical methods developed for measuring the divergence between population, multivariate analysis (D² statistic) developed by Mahalanobis in 1936, has been found to be potent tool.

Mahalanobis D² analysis is an effective tool in quantifying the degree of divergence at genetic level and provides a quantitative measures of the association between geographic and genetic diversity based on generalized distance.

Maharashtra state is located in the north centre of Peninsular India. The topography of the state is the outcome of its geological structure. The state area, barring the extreme eastern Vidarbha region, parts of Kolhapur and Sindhudurg, is practically co-terminous with the Deccan Trap. The state enjoys a tropical monsoon climate; the hot scorching summer from March onwards yields to the rainy monsoon in early June. The rich green cover of the monsoon season persists during the mild winter that follows through an unpleasant October transition, but turns into a dusty, barren brown as the summer sets in again. The seasonal rains from the western sea-clouds are very heavy and the rainfall is over 400 cm on the Sahyadrian crests. The Konkan on the windward side is also endowed with heavy rainfall, declining northwards. East of the Sahyadri, the rainfall diminishes to a meagre 70 cm in the western plateau districts, with Solapur-Ahmednagar lying in the heart of the dry zone. The rains increase slightly, later in the season, eastwards in the Marathwada and Vidarbha regions.

Mahatma Gandhi National Rural Employment Guarantee Act (MGNREGA)

Rationale of the Programme

A vast majority of the poor people in rural areas of the country depend mainly on the wages they earn through unskilled labour. They are often on threshold levels of subsistence and are vulnerable to the possibility of sinking from transient to chronic poverty, in the event of inadequate labour demand or in the face of unpredictable crises that may be general in nature like natural disaster or personal like ill-health, all of which adversely impact their employment opportunities. In a context of poverty & unemployment, wage employment programmes provide unskilled manual workers with short-term employment. The wage employment programmes provide income transfers to poor households during critical times and so also enable consumption smoothing specially during slack agricultural seasons or years. Durable assets created under these programmes have the potential to generate sustainable livelihood.

Mahua (Bassia latifolia Roxb.), is a deciduous, hard woody multipurpose tree species (Venkatesh,1998). It is very hardy and thrives well on rocky, gravelly red soils and also on saline and sodic soils. It can grow even in pockets of soil between crevices of barren rock. Trees are grown on degraded rocky area including salt-affected soils and forests area.  Mahua prefers tropical and sub-tropical climate. It can withstand drought admirably. A characteristic tree of the dry region is found in north and central India.  It commonly grows in eastern Uttar Pradesh, Madhya Pradesh, Maharashtra, Bihar, Odisha, Andhra Pradesh and Gujarat.  In Rajasthan, it is also found growing on the wastelands particularly in southern part of the state.  The tree is very well known to rural folk since ages in India.

Mahua botanically known as Bassia latifolia Roxb, (Hindi name: Mahua, Family: Sapotaceae) is an economical and multipurpose tree. Its flowers, fruits and oil obtained from seeds are eaten in various ways. Corolla commonly called mahua flowers is a rich source of sugar, containing appreciable amount of vitamins and minerals. Flowers are used for preparation of distilled liquors and potable spirits. Flowers and spent flowers (after fermentation) are also used as feed for livestock. Fruits are eaten as raw or cooked. Fruit pulp can be used as a source of sugar for alcoholic fermentation, whereas dry fruit husk can be used for preparation of absolute alcohol. Seed is a good source of oil. Amount of oil obtained from seeds is higher than many oil seed crops and oil seed-bearing trees. Oil obtained from kernel is used for edible purpose and used for preparation of vegetable oil. In Mahua oil, linoleic and unsaturated fatty acids are found which are useful for cardiac patients because it reduces cholesterol content in blood serum. Mahua oil is used in manufacture of soap, lubricating grease, fatty alcohols and candles. Mahua fat is a rich source of palmitic acid used in cosmetic and pharmaceutical industries. Mahua seeds can also be used for preparation of defatted flour, which has great potential in bakery products. Saponin obtained after extraction has industrial and commercial applications. Cake obtained after extraction of oil is used as manure and has insecticidal properties. The trees provide quality timber wood for various uses. Every part of Mahua yields an economic product of great potential value; hence it is a very useful tree.

Both women and men play critical roles in agriculture throughout the world, producing, processing and providing the food we eat. Rural women in particular are responsible for half of the world’s food production and produce between 60 and 80 percent of the food in most developing countries. Yet, despite their contribution to global food security, women farmers are frequently underestimated and overlooked in development strategies.

Rural women are the main producers of the world’s staple crops – rice, wheat, maize – which provide up to 120 percent of the rural poor’s food intake. Women sow, weed, apply fertilizer and pesticides, harvest and thresh the crops. In the livestock sector, women feed and milk animals, while raising poultry and small animals such as sheep, goat, etc. Also, once the harvest is in, rural women provide most of the labour for post-harvest activities, taking responsibility for storage, handling, processing and marketing.

I. FILL UPS

1. The initial handful of seeds obtained from selected individual plants of a particular variety is called as _____.
2. The panicles collected should be stored in a airtight drum under _____.
3. _____ is the original purified seed stock of a new variety in the hands of a plant breeder.
4. The seeds of a notified variety collected from the evolving institute with all the passport information is considered as _____.
5. Nucleus seed is produced by _____.

1. BASIC NUCLEUS SEED

The seed of the notified variety collected from the evolving institute with all the passport information is considered as basic nucleus seed. This seed is sown in prepared healthy field with more row to row and plant to plant distance than the normal recommendation at required isolation distance. Prescribed dose of fertilizer, irrigation and required plant protection measures are provided.

Off types and diseases plants are rogued out at seedling, before flowering, flowering and at physiological maturity stages. Plants are marked with contrast color thread and observed regularly. Marked plants are harvested separately and its produce is used as source seed for production of nucleus seed for next year. Produce of unmarked plants are used as nucleus seed for production of breeders seed. Harvesting threshing and drying are done without reducing physical and genetic purity. The discolored and diseased seeds are removed. The pure seed obtained is the nucleus seed for seed multiplication chain