49. Computational learning theory: Russell & Norvig (2021, pp. 672–674), Jordan & Mitchell
(2015)
50. Natural language processing (NLP): Russell & Norvig (2021, chpt. 23–24), Poole,
Mackworth & Goebel (1998, pp. 91–104), Luger & Stubblefield (2004, pp. 591–632)
51. Subproblems of NLP: Russell & Norvig (2021, pp. 849–850)
52. Russell & Norvig (2021), pp. 856–858.
53. Dickson (2022).
54. Modern statistical and deep learning approaches to NLP: Russell & Norvig (2021, chpt. 24),
Cambria & White (2014)
55. Vincent (2019).
56. Russell & Norvig (2021), pp. 875–878.
57. Bushwick (2023).
58. Computer vision: Russell & Norvig (2021, chpt. 25), Nilsson (1998, chpt. 6)
59. Russell & Norvig (2021), pp. 849–850.
60. Russell & Norvig (2021), pp. 895–899.
61. Russell & Norvig (2021), pp. 899–901.
62. Challa et al. (2011).
63. Russell & Norvig (2021), pp. 931–938.
64. MIT AIL (2014).
65. Affective computing: Thro (1993), Edelson (1991), Tao & Tan (2005), Scassellati (2002)
66. Waddell (2018).
67. Poria et al. (2017).
68. Search algorithms: Russell & Norvig (2021, chpts. 3–5), Poole, Mackworth & Goebel (1998,
pp. 113–163), Luger & Stubblefield (2004, pp. 79–164, 193–219), Nilsson (1998, chpts. 7–
12)
69. State space search: Russell & Norvig (2021, chpt. 3)
70. Russell & Norvig (2021), sect. 11.2.
71. Uninformed searches (breadth first search, depth-first search and general state space
search): Russell & Norvig (2021, sect. 3.4), Poole, Mackworth & Goebel (1998, pp. 113–
132), Luger & Stubblefield (2004, pp. 79–121), Nilsson (1998, chpt. 8)
72. Heuristic or informed searches (e.g., greedy best first and A*): Russell & Norvig (2021, sect.
3.5), Poole, Mackworth & Goebel (1998, pp. 132–147), Poole & Mackworth (2017, sect.
3.6), Luger & Stubblefield (2004, pp. 133–150)
73. Adversarial search: Russell & Norvig (2021, chpt. 5)
74. Local or "optimization" search: Russell & Norvig (2021, chpt. 4)
75. Singh Chauhan, Nagesh (18 December 2020). "Optimization Algorithms in Neural
Networks" (https://www.kdnuggets.com/optimization-algorithms-in-neural-networks).
KDnuggets. Retrieved 13 January 2024.
76. Evolutionary computation: Russell & Norvig (2021, sect. 4.1.2)
77. Merkle & Middendorf (2013).
78. Logic: Russell & Norvig (2021, chpts. 6–9), Luger & Stubblefield (2004, pp. 35–77), Nilsson
(1998, chpt. 13–16)
79. Propositional logic: Russell & Norvig (2021, chpt. 6), Luger & Stubblefield (2004, pp. 45–50),
Nilsson (1998, chpt. 13)
80. First-order logic and features such as equality: Russell & Norvig (2021, chpt. 7), Poole,
Mackworth & Goebel (1998, pp. 268–275), Luger & Stubblefield (2004, pp. 50–62), Nilsson
(1998, chpt. 15)
81. Logical inference: Russell & Norvig (2021, chpt. 10)