eChapters

Curriculum development and lesson planning are complex educational processes requiring alignment among learning objectives, competencies, instructional activities, assessment strategies, learner characteristics, and changing societal requirements. Generative AI offers new opportunities to support educators and curriculum designers in managing these processes more efficiently and intelligently. This chapter examines AI-augmented approaches to curriculum development and lesson planning, with emphasis on personalization, competency-based education, adaptive learning, and data-informed instructional design. Generative AI can assist in developing learning objectives, lesson sequences, teaching activities, question banks, assessment rubrics, case studies, and differentiated learning resources. It can also analyze student performance and recommend modifications to curriculum content, learning pathways, and instructional strategies. The chapter considers applications within Indian educational contexts, including curriculum alignment, digital platforms, low-bandwidth environments, and emerging institutional initiatives. It also discusses challenges such as teacher resistance, inadequate AI literacy, interoperability, infrastructure limitations, data privacy, and ethical concerns. Successful implementation requires human review and pedagogical judgment. The chapter ultimately presents AI as a curriculum co-design and teacher-augmentation tool capable of improving efficiency, personalization, scalability, and educational relevance.

Introduction

The almond is an important temperate nut fruit with widespread popularity for its kernels throughout the world. It is native to the central Asian mountain areas (India, Iran and Pakistan). Apart from raw consumption as an edible kernel of the drupe, it also has industrial applications as a major ingredient in many manufactured products. The kernels are a rich source of fat (58.9%), protein (20.8 %), carbohydrates (10.5%), and a rich source of Vitamin E. Almond oil contains 49% oil, 62% oleic acid, 24% linoleic acid, and 6% palmitic acid. Its oil, called badamroghan, is considered to have high nutritional, medicinal and industrial value. Almond oil is used in confectionary and also for pharmaceutical and cosmetic preparation. Kernels after blanching, roasting, frying and salting are very delicious and in great demand. Green almond kernels are also consumed in the milky stage.

Introduction

Animal behaviour is the study of how animals interact with one another, other living things, and their environment. Animals display a variety of behaviours in response to both external stimulus and their own pathophysiological state. Almost all domestic animals express a variety of behavioural responses throughout their lifespan, like feeding, sexual behaviours, etc. But every species responds to the same stimuli in a different way. This is why; the study of animal behaviour helps in efficient breeding, feeding, and reproductive management. It also serves as a reliable indicator of overall health and well-being.

Introduction

Growth is the irreversible gain in body weight, size, length, and circumference. It is accomplished by two fundamental processes: hypertrophy (increase in tissue, cell volume and progressive accumulation of intercellular substances) and hyperplasia (growth as a result of cellular multiplication by mitotic division). Animal growth is influenced by both genetic and environmental factors.

Animal body growth and weight gain play a critical role in reproductive performance. It also acts as one of the traits to evaluate the breeding value, optimize management & feeding practices, and prepare the correct dose of therapeutic pharmaceuticals to treat animal diseases. As a result, measurement of body growth is essential for the selection of superior germplasm, feeding & housing management, health care management, and optimizing other environmental conditions that have an impact on animal growth for an economically viable animal industry.

Introduction

Aonla or Indian gooseberry (Emblica officinalis Gaertn. Syn. Phyllanthus emblica) is one of the important indigenous fruits of the Indian subcontinent. Most of the xerophytes are members of the Euphorbiaceae.

The tropics are evergreen, while the subtropics are deciduous. The highest concentration of vitamin C in aonla is found in mature fruit rather than immature fruit. The special attribute is its capacity to retain vitamin C even in a dried stage, which is not possible in other fruits.

Aonla contains six seeds per fruit, and in it is found zygotic dormancy. Flowers are borne in the axils of the leaves on determinate shoots.

Introduction

The apple (Malus x domestica) is an important temperate fruit and is grown in areas where winters are cold, springs are frost free, and summers are mild. The main ancestor of cultivated apple M x domestica is M. sylvestrii, Thomas Andrew Knight produced the first apple cultivar of known parentage. Apple is disomic and has complex polyploidy, tetraploid and partially hexaploid. The apple (Malus x domestica) is the most widely grown temperate fruit in the world. First in India, the apple was introduced by Captain Lee in 1865 in the Kullu Valley of H.P. Later on, red-coloured Delicious group varieties were introduced at Kotgarh in the Shimla district of Himachal Pradesh in 1917 by American missionary Mr. Satya Nand Stokes. The region that includes South Western Asia, the Caucasus, Soviet Central Asia, and the Hindu-Kush Himalayan region is thought to be the primary centre of apple origin. The apple plant is deciduous without spiny branches. Climacteric fruit. Dry temperate region is most suitable for apple cultivation in India.

Artificial intelligence is a computational science concerned with smart computer machines capable of performing tasks similar to the human intelligence. The term AI is widely used for the projects involved in the developing the intellectual processes of human intelligence such as reasoning ability, meaning discovery, generalization, learning from the past. AI technology mainly analyses the huge amount of data based on the set of instructions or commands known as algorithms to do a specific function or task. The mathematician Alan Turing with a simple question “Can machines think?” revolutionised the history. His paper “Computing Machinery and Intelligence” in 1950 and Turing test has favour the development of goal and the vision of AI.

The research in AI are mainly focussed on the following intelligence components namely:

1. Learning
2. Reasoning
3. Problem solving
4. Perception
5. Language use

Introduction

Impact assessment (IA) is defined as "a set of logical steps to be followed in the preparation of policy proposals. It is an essential tool to ensure that policies are crafted based on transparent, inclusive, and balanced procedures, define the various quality standards, and provide basic instructions to the impact assessment process" (European Commission).

Introduction

Hematology is the study of blood and its constituents. Blood is a specialized fluid connective tissue, which consists of plasma (55-70%) and the formed elements (30-45%) that flow all over the body in the vessels of the cardiovascular system. Plasma comprises water (90-92%), proteins (6-7%), enzymes, hormones, lipids, and organic & inorganic constituents. The three major classes of plasma proteins include albumin, globulin, and fibrinogen. The organic elements include non-protein nitrogen (NPN) compounds (like urea, uric acid, creatine, creatinine, amino acids, glutathione, and xanthine), glucose, neutral fats, phospholipids, cholesterol and others. The inorganic constituents include calcium, phosphorus, magnesium, potassium, sodium, chlorine, sulfur, iodine, iron, copper, cobalt, manganese, zinc, selenium, and molybdenum; they contribute about 1 percent of the plasma.

Blood performs various functions by its constituents. The constituents of the blood are highly dynamic, and they inter shift from their reference values very quickly in any adverse condition. This is why; studies of blood cells and complete blood count (CBC) are important for accessing general health, diagnosing various diseases, and providing prognostic information when coupled with a thorough physical examination. The blood examination is performed routinely to diagnose hematological diseases, including certain hereditary diseases of the blood, and to determine the body’s ability to respond to a hematological insult. The key parameters evaluated in the hemogram are ESR, PCV, Hb, TEC, MCV, MCHC, TLC, and DLC.

Introduction

Its fruits are attractive, delicious and highly nutritious. This is a temperate crop that is drought-resistant and salt-tolerant. largest Producer-Turkey. It is a rich source of protein and oil (40-45 %). Use it for tumer and ulcer treatment. highest antioxidant content (carotenoids) Laetrile, a purported alternative treatment for cancer, is extracted from apricot seeds. Moor Park one of the best apricots for outdoor cultivation in a small garden. It is very rich in Vitamin-A and also contains more carbohydrates, proteins, and phosphorus than the majority of common fruits. They are mostly used as dessert, and because of their perishable nature, they can be canned, frozen and dried. The fruits are also processed into jam, nectar and squash. The kernels, which are either sweet or bitter depending upon the variety, are a valuable by-product. Sweet kernels are used in confectionary, while bitter kernels are used for oil extraction and raising rootstocks. It is very rich in Vitamin-A: 3600 IU and Thiamine: 217 mg/100 g.

Introduction

The Arecanut palm is cultivated primarily for its kernel obtained from the fruit, which is chewed when it is tender, ripe or processed. Despite being native to the Malayan Archipelago, the Philippines, and other East Indian Islands.Only in India is it under scientific cultivation. India is the world’s largest producer of arecanut, contributing nearly 74 % of world production. India is the world’s largest consumer of arecanut (accounting to 89 % of world production). Other uses for arecanut other than chewing are negligible. Its export prospects are also very limited. Therefore, the present policy is not to expand the area under arecanut but to adopt intensive cultivation and take up replanting of the aged and unproductive gardens. Inter and mixed cropping in arecanut gardens is advocated to augment the income from the existing arecanut groves. Alkaloids present in arecanut, Arecoline is the main and physiologically most active alkaloid present to an extent of 0.07 to 0.1 per cent.

Introduction

It is a subtropical, evergreen fruit tree. Its trees can be short-spreading and fairly bushy or grow erect to a height of 20 m. Tree demand for this fruit has been increasing over the past few years in many countries. It has become an important fruit in international trade. Mexico, Colombia, Dominic Rep, Peru, Indonesia, South America and South Africa are the major producers of avocado. In India, it is grown as a backyard tree and is found in small pockets on the hill slopes of Tamil Nadu, Kerala, Karnataka and Maharashtra. Composition and uses: One of the most nutritious fruits, rich in fat, protein, and minerals and low in carbohydrates, is the avocado. It can be safely eaten by diabetics. Fruit is used as a dessert in salads, ice creams, and milk shakes.

Immature fruits may have a bitter flavour that may be reduced on ripening; the peel of avocado has 3 antifungal compounds. Its energy value is twice as much as banana fruit. Rich in fat 26.4% and low sugar 1% content and rich in K, Fe, Vitamin B, As the sugar content is low, it can be recommended as a high-energy food for diabetics. Fruit is a rich source of oil, ranging from 5–20% used for the cosmetics industry.

Introduction

Bael, one of the oldest fruits cultivated in India, has a mythological significance, viz., leaves used for the worship of Lord Shiva. The flower contains numerous stamens, which is hypogenous. The seed is monoembryonic. It is a deciduous tree with trifoliate leaves. Aegle is a monotypic genus with deciduous foliage. Bael has dimorphic twigs.

Introduction

The fruit is recognized as the fourth most important global food commodity.

It is used as a staple fruit in most African countries and is used as ripe (table)

or raw fruit (cooking). This fruit is available throughout the year. All the plant parts are being used. Banana is a tropical, herbaceous, monocotyledonous and monocarpic fruit crop.

Introduction

The West Indian Cherry is a very important fruit because of its high ascorbic acid content (10-33g/kg edible pulp). It is widely distributed throughout tropical America, Africa and the West Indies. It is also called Acerola, Cereza in Puerto Rico, Barbados cherry in Florida and Texas. Leading producer’s countries of cherry are Turkey, USA, Chile, Uzbekistan and Iran. The plant is ornamental and when laden with clusters of its crimson fruits, presents a very attractive appearance. It is a medium-sized shrub and can serve as an ornamental tree on account of its fruits, flowers, foliage and drooping branches. Eating one or two fruits every morning will meet the daily requirement of vitamin C. This is a small shrub or small-sized tree growing up to 8.0 m in height and doing well in a tropical climate. The flowering seasons are May and November.

Basic knowledge of statistics is important to understand animal breeding analysis. In this chapter, the hypothesis testing, principles of experimental design, types of data and probability distribution are described with examples using appropriate software.

Introduction on Climate Smart Agriculture (CSA)

Extreme weather conditions like rainstorms, high wind pressures, high temperatures, flood and drought situations have profound influence on agriculture. Climate and agriculture are strongly interrelated universal processes and thus variations in climate influence agricultural activities (IPCC, 2007). The effects of climate change are seen in form of global warming, unseasonal and excess rainfall, and frequent natural calamities which affects agricultural production. At the same time emission of GHG to the atmosphere is a major source of climate change. The impact of climate change on crop yield, dairy and other livestock production including fishery will be felt in reduced production and consumption. Climate change will effect in additional increase in prices for main agricultural food crops such as rice, wheat, corn and soybeans (IFPRI, 2009).

Introduction

The ber is a vigorous-growing, small-spreading tree with almost vinelike drooping branches. The round to oval reddish brown has 5.4–8.0% sugar and 85–95 mg of ascorbic acid (Vit. C) per 100g. The tree is a host plant for rearing lac insect (Tachardia lacca). Lac insect rearing helps in the production of lac. The powder of ber roots has very many medicinal properties, such as cure for ulcer, fevers and wounds. The stem bark powder is a remedy for diarrhea. Ber also shows strong self-incompatibility (gametophytic). Madhya Pradesh, Gujarat and Chhattisgarh is a leading state in “ber” production.

Introduction

The betelvine is a perennial dioecious climber and is believed to have originated in Central and Eastern Malaysia. It is mainly cultivated in South East Asian countries, viz., India, Bangladesh, Sri Lanka, Malaysia, Thailand, Philippines, etc. It is one of the important commercial crops grown mostly by small and marginal farmers in the states of Assam, West Bengal, Bihar, Andhra Pradesh, Karnataka, Tamil Nadu, Maharashtra, Madhya Pradesh, Kerala, Uttar Pradesh and Orissa with an estimated area of 53,539 ha (Ray, 2008). Annual production is worth Rs. 9000 million and estimated that about 20 million people earn their livelihood directly or indirectly partly or fully from production, processing, handling, transportation and marketing of betel leaves in India. Betel leaves worth 30-40 million rupees are exported to countries like Bahrain, Canada, Great Britain, Nepal, Pakistan, Saudi Arabia, and many other European countries.