{"id":83255,"date":"2024-10-03T15:48:15","date_gmt":"2024-10-03T15:48:15","guid":{"rendered":"https:\/\/shilpanchaltoday.in\/archives\/83255"},"modified":"2024-10-03T15:48:15","modified_gmt":"2024-10-03T15:48:15","slug":"how-chatbots-use-nlp-nlu-and-nlg-to-create-3","status":"publish","type":"post","link":"https:\/\/shilpanchaltoday.in\/?p=83255","title":{"rendered":"How chatbots use NLP, NLU, and NLG to create engaging conversations"},"content":{"rendered":"<p><h1>Everything you need to know about an NLP AI Chatbot<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,\/9j\/4AAQSkZJRgABAQAAAQABAAD\/2wCEABALDBoYFhcYFxcdHRcdHR0dHR0eHSUdHR0dLicxMC0nLS01PVBCNThLOS0tRWFFS1NWW1xbMkFlbWRYbFBZW1cBERISGRYZLRsbL1c3LzdXV1dXV1dXV1dXV1dXV1dXV1dXV1dXV1dXV1dXV1dYV1dXV1dfV19XV1dXV1dXV1dXV\/\/AABEIAWgB4AMBIgACEQEDEQH\/xAAbAAACAwEBAQAAAAAAAAAAAAAAAQIDBAUGB\/\/EAEQQAAIBAgQDBQQIBAQEBwEAAAABAgMRBBIhMQVBUQYTImFxMoGRsRQjM1Jyc6GyNELB0RUkYvBDU2PhJTWCkqKzwhb\/xAAZAQEBAQEBAQAAAAAAAAAAAAAAAQIDBAX\/xAArEQEBAAICAgECBQMFAAAAAAAAAQIRITEDEkETMhQiUWHwcZGhBIGxwdH\/2gAMAwEAAhEDEQA\/APKIZnUmXRZFTAQEUyuU9RSqFMp6lRpEVKqWXCAlCJFal0dCiaQ4yuVuoiFKorsI0jIqVyRpQAAFB1uE\/Zv8T+SONKR2uDfZS\/G\/kjnn06+L7mxrQ5dVeJnXktDlVfaZyj01UyM6mVFjRnxK2N4xy8mWouwmGqV5NQV7b9EaZcPnTdpR1Oj2YeVS03sdnFwum7HZ4bbeXmaWHb3RmxNLLUR6XhuAnVbkl4U7ZnorhxHs3WqTUoOnZcnJp\/Izas728bUhepY6NDg8pWb2CODnSxip1YuMk9n06rqj09CMZSUOiuJy3w5dHh8YIVbG06V0rOXRHQ4pw+TheM2ltY89h+Fym5eQ6qXNXiuJ1ami8MfLcxU75436o6M+GTXMq+iTi1dc0XSSvR014V6InYVJXS9Eafo8jcjzWWs9h2Le5fQTpvoXTOqgBLKKwRFiJWFYM0hErCsEcntF9jD8xftkeePRdo19TD8xftkedM3t6\/F9oAQyOoAAAQAAAAAAAAAAAAAACCGAgAypDAZzbAAACsUzjqXicNSiKgSaJAVBFFliKJooi6aIUqauy8UY2AlGNiQgKGJoBhVNWmdzgUbUX+N\/JHIkjt8EX1Uvxv5I559Onh+5tktGcuovEzryWjOTU9pnGPXUGjPiIu\/oaUyqvyOmNeby3h3+y9Lwyk1psdvEpZGYuD5Y4eF2lp6GmtByj4WeicR5MeY14S88HBUnaeW2jtaaev63IV6NbvJujeN61ByeizU17e++hgw1GrSbcKko33Ss0\/c017zJxXjOKoOOWrfylCLX6JGLNLMm7tDSTxfD5WV3UcX5xzR0I4anFVFkbk3TzRadu8ldJ200trpvozl8R4qsd9FyQaqxc88N0tFZp81obuHwyTfeU7ro1fXqT4Xc26leOZZZJ3tSveVpRztp8ne1jHgMLTtdKSUpzi05KWybvey8tCzG1cyk7aWtqlt0MXCa+k4NJrNm22fUnRdLcTh4pNqLTyOessyupqLjay67\/oZ62DjeL1ySqUVB8pRlu115a+ZsxUE1ttd+97nLrxWVqy3103NbOHTjBKUHFNL6xWun7MG+nPQ2RrRtCVvBLJad9Ly5bf1OYltp0fvsTjBJ3std9N\/U25TPXTp6pwvC15SVr7q2nL9CMJKSVlpeSk9fC1tyt05rcy3VrKKtppZWBSV72Wba9tbepXT3i6pTRTVp6aItc9BVKqsaZyk0ppU00TlhugYdl7kGccZYzPDFMoWNspkcqYTLxy9POdo\/sI\/mL9sjzZ6ntTC1GP5i\/bI8szF7b8c1iQxWGjLcAAAUMQMAhgABQIBBEgEMAEAmAxkUMDMMQHNswAYAADKASRIRUSRJEUSQEkMSGUMAAoAAAGdzgn2Uvxv5I4R0eGYpRWRvVy0X+\/QxnNx08eXrdu1N6M5M92deUfC+pxq9RRfnexwdvJlwdiqruaJJPYVWlt6GpHlyrrYajfDx1100XI7GAckrSVtsuutvMp4NSj3FNpcv1OhlXQ7Y4fLOOPyGkzzXahaw956R72PN9qY2lTd90zeXS5M3Zj+K2\/kl\/Q9e0eO7OX+lJr7sj2IwMVdVeFqyat01MHDsOryfVnSaKMFTtG\/VsXHksOdMzYjBRlF9dze0RlDwtLoxcC4uauXoiy5VHZE0V5U0RkFyUWir2UU2OSJ36EJAs4FN2LlIpgSuVcbqJtjgyscQ1MuXK7W\/w8PzY\/tkeRPWdq\/4eH5sf2yPJmb26kMAMgAACkAwCAAAKBDAIQwEAAwAAQAAGVDRQqhdFmGkhghkUFbnrYJVLFDn4io2RApjULkUNEkRQ7gSCErlbqohRqK7A1ARjK5I0AYgbADp8Fo5puT5HJnNI9D2bSdOb\/1W\/RGM7w6eObyjoV7pXOLiMMpO+Xnc9HkTTMVWKSZwjp5nMhTUVorCrO6WrXoWzWpViHsbx7cL09fwunlw9Fa+xF6+auainCO9Kn+CPyLj1TpJ0qySz3urW2tqef7WLWl6SPSnnu1kdKL\/ABL5GMpqJZw5XAM30unZX9q+ttLM9seR7LxTxLb5U5Net0j1xcDFViqrhCUktUnyvYy8GxXe0Yt7rRvqbp7P0ZkwOSlh43koxje8m7Ldi\/cvy2CbOBj+1FOF1Rjnf3paR9y3f6HBxPafFO+WooeUYR\/qmX2Xb1MWXRp3R4XD8arwd+9b8papnd4f2mhKShUjkvpmTvFPzJK8\/pp22hxjcnSSkrp3T2a1RYqdjek9CjTI1YlkE7akauxW7J6qYjFBhJkcfg7iuCYmwm3J7Ufw8PzI\/tkeWPUdqdMNBv8A5sf2yPKOoupivRh0mBW6qIuukTbS4DO8QR79k2NQGXv2HfsbGoDJ37DvmNjWIy98xd8xsawMnfMO9Y2NYGTvX1DvX1GxrAyd6+onVfUBJEkIaMNLESIRZK4UnFGeUfEaSOTW5UEKZMaQrFDQ7EUSQCdNFdKmrsvFGNgiUY2JABpQDQDCqatO56Ds5Cfdyy5cufW++yOG0el7NfYz\/G\/kjnn06eKfmdCrCybRxMbXnosmmZW13PQVfZZxp0rvVbO6OUrt5MVOZveNn0KsTG1nZv0Nc4a7FeIlsbxebOaj1fDp5sPRlfeEd9He2uhoKcGrUaSXKEF+iLj0Y9IWZXtzOB2sfhpLleTPQHm+1V\/q\/eTLpm9MnZiqo4pRf88JRXro\/wCh7A8RwGhnxdPpG8n8D2yRnDfP6GLPxDFRo0p1Ju0Yr9eSXmfP+IcXnV0bagm3GF9F5+vmdHtjxBzr9yn4KVm11m1v7k7fHqeab3ZO6rQq11qyqo+nxIU3bf4GiUXNdBtNMjbJRmWuhbmveyicbPTcS7LHe4FxyWHkoPWk5eJfdvzR7y99VsfJ6Z9B7M491sMlLWVN5G+q5fp8jpjUdWUrGec2y21yqcbGq5Z2qrhcB2DgVwuWqldA6Ia9K4Pa6rfDQX\/Vj+2R4\/Mew7YU7YaH5sf2yPEyp84v3HPLt6fHv15XXI7lKqsshVRlqp2Cw7gVCsFhgArBYYARsFhgAgGANkAwBshWG2KDAsYgYjDaaZIgiaAY0IZUSBiQmwpokRRJFRJEiCJIoYxDAAACqD0HZ2aVOSbXt\/0R587XAqUXFyaTalo\/cjGfTWF1XoGymrVjDLpfM7Emzn43BKTi1mvmTeuxyjtneHXUI9EVd3DdpMroRUFlTb56u7MuNk7WUnHW90dHmyd3D11KKlB3jyLXfmeb4POsoRjCbau9JJWWp6ClBpatt9TpjurKuiee7VPSn5NnWaqKp7Sy5dsutzidpnrAt6S9KezDX0qz+5L4nrTw3BpSWLpZUm7vf0PcLzM4W7sZxfNu0cm8ZiL\/APMf6f8AY5trnW4\/BLG4n8d\/ikTXC4Qoqc\/adn6roZt03I5lCg5PyOphMC5LbW7X6hTxdKOlre404fFLXLLd3OWVrpjIVXhataSXwuUf4ZCOy1L6vEoq929Cn\/EoPzMza3TkYui4VGuTs0es7EfZ4jpmh8med4pG7jJbNHouxWlGs\/8AqLXyynp8bjk9LlIVVoNSuDZ2YvMZUtS7u7krIdyOcwkCjYUo3Q7icit8aed7ZfwsPzo\/tkeMPads1\/laf50f2yPGHDPtvDpRVVmVk6z1ICLUlOxYqpSBUaVNDuZbklIGmm4XKFUJKYTSy4XI3C4ErhcjcLgSuK5ELgEmOJGQ0Bc0RF3gzDaSJIgiVwJkHPWwu8KpT8RUa0BTGoXJhSRJCC5UTuKE7lbqkKNTVhGsZCM7kyqAATdigbO5wR\/Vy\/G\/kjz1Wojr8HryytKF45tX00RjLpqXl6DMRlIqUzBjcY04rLK2b4nOOmWXDoTqFEIyqySRVGrnV8rV+TOjhrUo3ad30VzpI42unhaChFJGhGHhuLVSC3vrumuZuO0vCwHmu0i8UTvLFQzuGbW1zhdovbiS3cMumbs7H\/NxvyjI9izx\/AX\/AJuCv\/LL5Hr2jGMu7WMfl4ri1KnLGVG4uWaeRxbcbT0Sd1utB4qFVRipSz6dFFX9xp45TyYpO2k5Ql77W\/oao1I2yvU5ZWx3kjzklO+6UfTW\/Q0YHDzqSabcbLWyTudOvhIR8V7LoX4BKMM7Vr336HO5bamLzeJoSjNrl95pIhTz28UVva3l1OxXinKzW5HuVH1L7RPVzsTBygotWjp4vu672\/7nouyqth3DLbLJ3la2Zvf4HIxbXdy62O\/2fv8ARot85Sf6nbxXdcspNOmo2E0O4Hoc0YqyFJXHcAnwUVYU0MTYZ+HA7Yr\/ACtP86P7ZHjJuyue07Y\/wsPzo\/tkeFrz5HHPt1w6VN3AQyKAAQDAAABiGENMmpEAKLLgQHcCQXEAAxkGyQF+RASsJmHQhiQwyWVEHHUsBR1uUSjTLERQwJCaAVyhSgiujBXZaOEbFNLIxsSEhhDE0MCimrBHb4LG1J\/ifyRyJK51uEP6tr\/U\/kjGXSx0rCqUFPLfk7k4oc6ihlv\/ADOyOcbvRwgsyOlQRkcbM10Wdo5tOHpqEVFFpVRmpJNbFp0ixHu1mzc7WPOdo344npbnmu0XtxJl0ZdK+zivio6bRkz1x5Ps07Yp+dNpfFHrBizi4XaKk\/aSTtFXfTXkc1VVo762PS8Qw8KlN51eybXkeMcsrs+V0zjni6ytNfEXsm9OZzq2MnCbbcsj0V+RGpVefRXfQSq1dc0ZrpazRzmLW7U8JiG5XnJ66q50ZVbo5Ep1NfA3Hk3a5PDV\/DLUlxN6XYmfI9ZwqFsNSXlf9TxtKWapC+zlFP0ue9SSSS0S0t0PR4o8\/kogOWwkNnZj4RiEhgRPgokZ3JCuEs4ef7azthIde+j+2R4Nnue3P8JT\/Oj+yR4U55duuPQAYjLQAAABiGADEAQwAAGAgAlcdyIADJkGSKNYmMRzdERgBWQNMQICxDRFMdyqbZC4NiRRNE0ytEkyixMkVpk0wiQyIwgNuAp3WbM1aW3IxHR4e\/q3+J\/JGculdrD6ow47Cyc4NTk7z26F2HqcjXB6nOLRRpOCs2292zS4SkvDLKVyktOpfRZ1iUcKpTjTWabe+jVuZ0SqBYdYRmUKnet51lyrS3M4PaP24npzzHaT7SJLNQy6U8Bi3i6dnyl8LHszx3Z6pbFrzi0ewzEw+WcWfiKl3NTLa+V7+h4nF0Jwp06zXhmkm1yklz9V8j3OKl9XL0ZxZUVUwVWm9rXXk07r5Eynyb\/M8pSl4m1uWupVXsq\/vMk5OErMsji7Lc5WOkukp1aju5KxkUmrk6mJuzO5uT0EiW7a8JK80+jPSVuNyjbNNRvs7WTfqefwdK2pvy5k09U9GT30em2yWPqz9mo7eTK3Uqf8yX\/uZ5unWcJPI2ld+83UuLP+ZfA7bcLL8Oo3P78vixOUvvS+LMsOIQlzt6lvfF4Z5TvL7z+IeLq\/iVusRlWGjdYeONumtbpTS99mcM63E53orzqX\/RnJM11x6AABGgAAADEADAQwAAYIIYCGADEFwHcdyIIo2JhcqUyxGGzAaQwhWIN6knMpc9SjQhNkc47hQAguUSuEJEHMhTnqEa0ySZTGdyyIFlx3FYUnYntE0JSsdDh9WORxd7uWmnkjlSblsdng1N91O++d\/JEyyjWE3W2jKwq\/EEnCzftWloJKxJU1Jxvyd\/UxFsdClUU43Xy1LHiIwV5OxCmwlUTbWh0iWNXDMbGrBa3lryOhc5\/D4KEFH9TemdcU1pnWNg6jhfknszgdo39ZE9E6azuWm1jzHaF\/WroSpl0o4PWUMXTu9HdfoepxnGMPQXjneXKEdZP+3vPByrtO8dH15lDkZ5Z3p6LHdqqk7xpU404vS78cv7HElipyks0m7NO19L+hnuRuNDs8QwybOVPDtbfI7k5qcIyXNJ+8yzgcfZ3uLkLDt7\/2Rqo0EjR3RKMDNyJinRgPH1u6pP70tF\/cnUrRpQzT9y5tnDxWIlVnml6JckuhcMdmWWlSC4mB3cU0X06jWzM6ZNMqNsa99yTqGJSJxmGdI8Qd6UPxL5M5p0cSk4Qi\/vJfoxfQoeZjLKY9umMc8Do\/Q4efxMuKoqDVjMzlWxQAAbQAAAAxAwAZFDYDQxA2EFwQAAwEMo1KmiaQxGGwhiC4RFwKpR1LrkXHUpolEkABoCAAE4kYR1JgkVlOMRJ\/WwXqSTIL7WHvJl0q\/EVXBJqNyVKopxuFXYrwa8HvZw1PXa\/KNJWrSXKyO9wqa7uS\/wBT+SODT+2l6I7HDqUmm00oqWq9xcu1xunQFezXm7ItikYsX3l4eJWzaaFxW9ulKtZeZVTqa3M8XK3id2Rm5fyux0jVmo7OFrppNPQ6MKh5nhmdRV5aa6HWw+Ni6eGcozTrpWa8UYyts3\/2J5PLPHq1j1uTXi8bClGUpPZbc\/I8PxHHOtUlN89lySPQY3u+7rzxKqTVOqqdqbSctE07O33upxsDh8PiMYoQjNYfu5SkpStJWWuqb5tGfxGN3dXUZ9K5bmK5263C6UeJUcPlbozjmtmd\/Yk9994k6+CwkqeJnRp1IywsvrIyk2pxT1S1e6T10M\/iceOLz\/2n0q4Legmz0cuDUvp8KajfDSout7T9lK2++7T95xKFehGtKVWi50PHaEZNOOvh1uuRvHzTKflnxsuGu1mBx2RZJezyfQ1TaesZGvjGEwlJ06EKElVrKGSpmbUM07a3kaP8Nwcq88DGjKNRUs6rZne+nn5ryPPfPjZ7avP826zGzhyO\/ivakl6spqcTitKazPq9l\/cp7PYSNTHU6daKnBuaad7NqL\/sdTA4Gi6nFU6UWqSk6ense3t8Ebyzxwur\/N3STdnDhVKkpyzSd35ldz1aoYTCwwcK2HhPv43nWm9IaJ31235WI4HCYWnSx1TuqeIhRnem21K8MqdlLXqPxM19t\/8AedJ9P93lwN3EsZRrZO5w0aDWbNlaeba2yRhPRjbZuzTnQh31EiMHe76mkXRdx5uhC\/L4gmVBUfsfiX9TVXbUZNbmSpvD8SNdZXjJLexw8ncdMenN+kT+8xVKjl7TuS+jz+6VtW0Ok18JSAAKgAAABSGJgNAgGgBsBDYQAIYUAABHQZBk2QZlugGxCCAAANQAAFUCAQQ7kkRGiokhR+1h7xojH7WHvJl0NkmuYPbQpxdNSWoYJ+DXk7Hn1qbaU4V3qyPScKX1Mvxv5I85h\/tpno+EzSpSTavn29yNZfcuDQ52KnK4qz1M1TFKLSut7M1MTHKbaXIhn1F3ia0ZXKolubjrk20ZG\/BVKaocPjUzXkouDS8OdLRNnHweIUktdTRLHd1h8JnpyTozgmrxvK3Na\/Oxy\/1Pjyzkk\/f\/AIrnjlIvq1aaoY2WJpynBYqzjB2e0UtbryObwaMZT4hUoU5ZVQlGnHWU\/Fy53fhH\/jWGccRCtRrSp1azqpRyp2tGyfi6ozx4xRo08RHCQq0pVO7ySbUstt7tt+Z5phnrKau7r+nwXKbl27E4N4zhVSSalKlNSTVmpKm3Z\/FmWh7HGf8A1f8A7M9HtCmsJKtGpOrQnUc5LL4k4yWmvnEMTxmh3WIhh6FSM67vUlUafrZXfV\/Ek8Xkn5bP0\/xltblj3v8Amm2ljF\/hKqf8VQeGv5ZrfJJnlavsy9GdKHEI\/QZYbLLP3udS0y2v63\/Q59RXi11TPX4PH6e371yzy3p6LtD\/ABmA9KH\/ANhto\/8AnVT8j+kDhcZ4mq9ShVpRlGVKEVaaXtxlfk3odL\/+gw2eWJjh6qxUoZNWsi28\/JcjyXxZzDGa+LP8uvtN3lzezy\/8Rpfiq\/tkdLh\/2vGfSfzqHCwOLdCvTrpZnGTbW1000\/mdXFcbwqp4n6NSqKtiU1Nz0Ub3vzfV7HXzePO5cTuSf2rOFmkuEV1XpQwGNpyi2r4eo4uL0XK\/NfBrQ08IorDYbiMK8c8adRqcVpnjkXzRnw3HcNKOHniKNR4jDxtBxtlelr7rpzIYXj9FrFrE06jWIne0LPwZUrXunfQ454Z3cmNk4\/vv4\/2alk1y5HEa9GpUUqFJ0oZUsr18Wt38jKbuJzwssn0SnUhvn7xt32tbV+ZhPoeP7Z3P6uF7BCnsNsjCdl6fM2ixvZfELkI357sbAcnrH8SN85ZU29kc5bx\/EjfiPYl6HDydxvHpV9Nh5mCbu2+rIgdMcZOkt2AADSAAAAExikA0DAaQAIGCAYgAAGIAOiRYKaBsy1UGIbEVkCzaicity1C7XgQUyVw1sCATAYRZFyIxkVlehR+1h7xRkEqd2ndproLNwa62xVgvYf4mQbtHe9jLGTWzZi4fl0u2nD\/bTPQ8KpRcJNxu82j9yPKZndtN3Z6bs1JuhO7v9Y\/2xJ687b8d3WzExMFaim07a3uzpYkw1HY1GbOVW2xLJdajhG7Lp7Dbp8IYaOWxm4vXu4w6K79Waqc0cbEVc05PqzptxyqmbKb6onNlcdWupGV1MmyFLcskipSQxDAQARW4BIhYm0DRFRRFk2RYARuBBsAb1K4vX0uwlO\/qghu2FXJ\/ESBD\/wB6hAt4\/iR0ZxumnzOZUvo763F9Jn95nPPG28NS6bfoUPP4mXF0lBq3Qj9Jn95kalRy3dyY45S80tiAAB0QAAAAmAmAxtiQm7gCJCABgAgGAgA3d0NIkgI2gyJORBhhFwK3HUuINFUspIBBTuAhpAJoUUSBIIkkTRBEkURry0sZydWV2VhAem7LUpypSyxvHvNXfbRHmD0\/ZqrOOHnldvrH+2JjO6m2\/HZMuXTx9LI7HFxGdyW3tHUruc9W7sxyw8r3OUzay1bwlSulruZsViJLRI1JSW5Obi1Zx1JM+W7ZZqOYpyVK7e+hz5S1NvEJWtFcjnNnonTz5dlNlcH44jmyun7UfUqOhgqeepCG2aUY+l3b+p7KWCwMfA8OnFXi53ebMqippb85N\/A8bg5uE4zW8ZRkvVO56il2rouadTDuN7JyzKVle97W5N36nTHTNc\/jnB1Qr5aN3CVN1FFu7VnZpc3q1b1OQ4SW8ZLVx1TXiW69fI73GeLuGOlOlaSVKFPd2ytqcrNdU0r8jnUeMOEaccj8GT\/iNrwXyuMbeF3er525XJdLHOk7b6b7+W5GEk3o0dP\/ABmTdJzzT7udGavO9slPK7X5uXiG+Md5GMaqlK0afiai3mSkpz827r4E1Fc5Jt2SbbdkkrtvyQJ3OmuI0m45qatGopx8Ebrxzbu+ejhptoKljKF4XUVFQSSeHjPu5eG9+dS9pava\/wAL6z9RzcvO2m1+VyDOysbh5OEZRiqSq4ieVQcUr2VO9k9LcrPZaHMx0oOrN0oqNPSyV7batXSaV+ViWaGaRVNljZXJXMqqkhwYuXoJAXomUx9S2MfUIVXb3lJdVWnvKiAAACgAAAEAMAFIAYByBCJAAxAAXAAAAAAOiMQEdCkQZORBhiogAgBiGBVCRIEgIEAMCoY27ISI1XoEUvcQCZUB6jsxb6PO6\/4r\/bE8uem7NP6if5j\/AGxExl4rOVsnDs5I\/wC7kXRj\/tiuGYv0sP0c\/qZfqUsNF8\/1K3g+j+RbmDMT6OK\/VycivwOcm3nRnlwCpykjv5hqR01E968xPgFbqv1Ko8CrqSdlv1Z65SGpD1h9SvLrhlZX8P6lNTBVY6uDsewTHlT0aHqfUrwyYM6HHcOqdVOK0ZzkzFdZdzYGtAsKUSKTkGYg0Qz2CrswsxVOdkVObA0SZVnQoyvoyEo2ZAN6gIALoJ9V8LlkYdbv32LKeGk+RohgZE9ovrax1Y2Wy3KTbjKDhFPzt+jMRZdpZoAAAAgAAABXABMbEAIkiKHcBgAWAAGK4DAQWA6KAjGRKxGyZBkpEWEpMrbJORW3qVFg0iCZYiKYgE2FDIpkXMjGRWVxVUZO5VJhEQAAEel7Nv6if5j\/AGxPNHpOzn2EvzH+2JrHtzz6de4myLYrnRxSuFyFxpgTTHcgiSAmmSRBEkUWInEhEnEqOD2nh7EvM89c9V2jhekn0Z5l0zll29GHSCkTTDuiSomWkXG5VUpPkasiQpVYrmijBqnqiTgmrovnWiyjNd6aIiqmWxlfRg439Ssgco2IlilfcUogdXATvCPXY6dKN0YeDYOWW8otJvS+mnU7Madjhl2749ONxhfVr8a+TOMd7jytTj+NfJnBOuHTln2BDA0yQhiACJITAExAADQ0JDuAwEMAGIAGAhgb40S6MLEVPQHUM7deEaiKmTnK5W2GKg4kHHUsbI2CJKJIVwuRrYISLEPINlZmiUEWSgJI1tnRTKmSmyDKhAAADPRdnX9RL8x\/tR5w9F2e+wl+Y\/2o1j2xn06jYrilJLdlLr+JJbPmbcdLxojckiokiSIokgJokiKJookiyJWiaKMfGo3oSfQ8r3qPYcQjejNeR4x0bnPJ1w6OVay2M88TJ7FqpSRYqSMujE8z3uRcH0Og4IUlFb2Jo251gNcpw6lU5x5IioqfUUrEUm3ZLV7Janc4d2flK0q\/hj9z+Z+vQlsiybcrCYOpWlanG\/V7JerPR4DgsKVpT8c+rWi9EdSlRjCKjGKUVskE5JJnHLO3p2xwkVvQqnUsRq1dTHUqmWts3G6l6cfxr5M4h0uJSvBfiXyZzTvh04Z9gAA0yQmMAIgDBAIAYAAxDQDGK4XAYCuO4DC4gA3tCsTZE5tI2E0TAbRVlDKWAXYrsFiYDakh5hAQDZGTJFVRmoiuRFjYjSABAEB6Hs99jL8x\/JHnj0HAPsZfmP5I1j2zn03YuOaNuRxqkZRdru3I7rKHhk+Zqucuk8K\/BHrY0IopU8vMuRWamiSIJkkyiaJJlaZJMItTJJlaZJModVXjJdUeefB228teO\/NNHoW9GedxKqwlJ7K7t1scvLbOno8Ml3tGtwKp\/LWg\/jE52K4dXp+2nbruvijp0sTLmbaeKdrHH3rv6yvKunNc\/wBRKUr2av5HqJcMpVPFrFv7r0+BCtwqEINxm5Ncnbb3GpnKxcbJt5+lSU5ZYwk5dLHUw3Z2UtajyrotWaeH1lTnblLR+p0Z4zoTO2XS4SWbGD4fSo+xBX+89ZfEvlVSZgqYwzTxRy5rrxHSqYlGSriDFPE+ZnqYq3MSJcmudfzMtSsUKc5+ytOr2LI4O+snd\/odJg55ZyM2KqqUVbXXfkZToY+mo01b7y+TOedJNMb3yBDEACGIAZEkRYDENCAAQAAxgAAMAzAMBXDUDpsQgLpnZ2CwBcnqbFhZUO4XHqbLKhZCVwuPVfZDILIWXAep7K8hTKmzUGhZDbE6TF3bNtkGVFTbD3bE4Pob8qFkIbYMjO9wFWoyv99\/JGDIdPhitTf4n8kWM5XhuGRC5tzSJIiARNMdyFx3AsuNMruNMotTJXKkxphFyZycfV8bT5bHTTOVxGgnUvd6oxnNx18WWqxOaJQqeYnhekmQeFlyn+hx9K9HtG2OLsEsZe\/S1jBLDzS3Rgline17Lmyei3Pho75395peL8zmyrwT8MW1\/qev6FLqPW2nkbym2Mbp0Z4kpnivMxNiJ6r7L5YlvY24XBX8VTV9OhXw3C38bX4f7nZp0jcxc881ShYbLJ6FE52VzTn2ycUfgS55l8mcw042tfT3mW5l1k4AABFIAbFcBiYgAAAAAAABgNDASiSshDAAAAOgAAaYACABgIAGAgAYCABgIAGAgAYxAAzocPfgf4n8kc424NtRdoyavulfkixK35hpmbv7bpr1TQ1iI9UXbGmq47mdVV1JqYTS1MdyrONSKLbjTKsxJSCL8qVrySfQHHmndeRXdN3vZ7X6kqUbKeqaexrjSppmPiDinFydjUmZeI0s0Y+TM1ce2SM4t2Uv0YpySV29C3D4b3LrzOvguCRqK9WPh5RZmTbdyeOxeOz3ir5fmYnbkj1\/Euxq1lh5O33H\/RnArYKVJuMqeWX+rcXGtbjHHDSfKy82RnTUdM2voalhPMn3Nlaw9U9nPSJ0aTlNR6\/I0uCXIvwsUm36Iep7OjhqaVjbokc+nVsXqsHPKI1panNxmIsn+hor1d\/1ORiamaXkjNrpjFTd3dhcQEbNMZEaYAxEhNAIAAAAAAAAaAaGSUB5BsQGWKA8hNrpXYLFmUMo2aagADbmAAAAAEAwEADAQAMBAAwAAAAABnpOzivQl+Y\/2xPNHp+zS+on+Y\/2xLj2zl06TpRe6RXLB03vCPwNOULHTTnthlwqi\/5EvTQqlwWnycl7zp2CxNL7VyHwbpUl77MrfCavKon6o7dhjR7VwHw+uvuv9CLw9Zb0\/gz0NgsTR7PNt1FvTl8AVfrGS9zPSZROkuiGjcefjiF1LXOMlbd9Edr6ND7q+BKFKMdVFL3F0m4zcP4btKa9F0OulYrhUTLDUagKMVg6daOWpBNfqjRcCq8rj+zco3lReZfde5wqtJwbUotPo9D6OZcXgKdZWnFPz5k0mnzuUbkVPJfpzR6HiPZycLypeKPTmeexEHF2kmn0asSkSWJj1FLFrkzFKmEaa5s4urVOpeLZhaNVR+FW2KJrS\/nYfBvlWA0NojSIAADTGRGmANCJCaAQAAACAAL4k0V03oWGWkkMiiSABEhEVcAgOriYgAAAAAAEADAQwAAAAAAAYCGAHruycb4af5sv2xPInrOydRdxOPPvG\/8A4xNY9s5dO5kDuyYHVzV90Lui4AaUd0LujSANMvdh3ZpsFiaNM2ULGnKLINGmewpGjIRlTBpTFl0Ji7sFAItUhlaRJFa2kAgCgxY7hdKurTgr9eZtADw3E+y9SneVJ549OZ5+rCUHaSafR6H1hnO4hwejXXjgr9eZi4tTL9XztawXqVVHol7z0HEezlSipd2s8d11PPzpSTtKLT81Y52abiCGDg1uhGWjIjGBEAABpjIjuANCJABEB2EBZTZciinuaYxJVhpEkFhmVJoRITCpgAHVxACAAAAAAAAAAABgAAAAAAMQAM73ApWpP8b+SACxnLp6TC4nMrPc1IAOscoAGBWgAAFAAAAAAAAwABAABAAAAAAAAgABAABCaOdjuD0qy1jaXVABB5Dj\/CZYeKk3eLlZetn\/AGOIgA45Tl3wu4YABloEQAAAAAdx3EADEot7AAGmlRtq9y5IAMtHYAAihoiwAD\/\/2Q==\" width=\"309px\" alt=\"nlp chatbot\"\/><\/p>\n<p><p>More rudimentary chatbots are only active on a website\u2019s chat widget, but customers today are increasingly seeking out help over a variety of other support channels. Shoppers are turning to email, mobile, and social media for help, and NLP chatbots are agile enough to provide omnichannel support on all of your customers\u2019 preferred channels. Not all customer requests are identical, and only NLP chatbots are capable of producing automated answers to suit users\u2019 diverse needs. Treating each shopper like an individual is a proven way to increase customer satisfaction. Set your solution loose on your website, mobile app, and social media channels and test out its performance on real customers.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"308px\" alt=\"nlp chatbot\"\/><\/p>\n<p><p>If your response rate to these questions is seemingly poor and could do with an innovative spin, this is an outstanding method. And that\u2019s understandable when you consider that NLP for chatbots can improve customer communication. Generally, the \u201cunderstanding\u201d of the natural language (NLU) happens through the analysis of the text or speech input using a hierarchy  of classification models. Read more about the difference between rules-based chatbots and AI chatbots. For computers, understanding numbers is easier than understanding words and speech.<\/p>\n<\/p>\n<p><h2>Three Pillars of an NLP Based Chatbot<\/h2>\n<\/p>\n<p><p>Companies can train their AI-powered chatbot to understand a range of questions. For the training, companies use queries received from customers in previous conversations or call centre logs. In today\u2019s cut-throat competition, businesses constantly seek opportunities to connect with customers in meaningful conversations.<\/p>\n<\/p>\n<div style='border: grey dotted 1px;padding: 15px;'>\n<h3>Beyond Chatbots: The Next Frontier of Artificial Intelligence in African Banking &#8211; Innovation Village<\/h3>\n<p>Beyond Chatbots: The Next Frontier of Artificial Intelligence in African Banking.<\/p>\n<p>Posted: Wed, 10 Jan 2024 08:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMib2h0dHBzOi8vaW5ub3ZhdGlvbi12aWxsYWdlLmNvbS9iZXlvbmQtY2hhdGJvdHMtdGhlLW5leHQtZnJvbnRpZXItb2YtYXJ0aWZpY2lhbC1pbnRlbGxpZ2VuY2UtaW4tYWZyaWNhbi1iYW5raW5nL9IBAA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>Once the intent has been differentiated and interpreted, the chatbot then moves into the next stage \u2013 the decision-making engine. While automated responses are still being used in phone calls today, they are mostly pre-recorded human voices being played over. Chatbots of the future would be able to actually \u201ctalk\u201d to their consumers over voice-based calls.<\/p>\n<\/p>\n<p><h2>How to Choose the Optimum Chatbot Triggers<\/h2>\n<\/p>\n<p><p>So, technically, designing a conversation doesn\u2019t require you to draw up a diagram of the conversation flow.However! Having a branching diagram of the possible conversation paths helps you think through what you are building. To the contrary\u2026Besides the speed, rich controls also help to reduce users\u2019 cognitive load.<\/p>\n<\/p>\n<p><p>Learning is carried out through algorithms and heuristics that analyze data by equating it with human experience. This makes it possible to develop programs that are capable of identifying patterns in data. Businesses need to define the channel where the bot will interact with users. A user who talks through an application such as Facebook is not in the same situation as a desktop user who interacts through a bot on a website. There are several different channels, so it&#8217;s essential to identify how your channel&#8217;s users behave.<\/p>\n<\/p>\n<ul>\n<li>This also helps put a user in his comfort zone so that his conversation with the brand can progress without hesitation.<\/li>\n<li>These solutions can see what page a customer is on, give appropriate responses to specific questions, and offer product advice based on a shopper\u2019s purchase history.<\/li>\n<li>Discover the difference between conversational AI vs. generative AI and how they can work together to help you elevate experiences.<\/li>\n<li>Just because NLP chatbots are powerful doesn\u2019t mean it takes a tech whiz to use one.<\/li>\n<li>Agents saw a lighter workload, and the chatbot was able to generate organic responses that mimicked the company\u2019s distinct tone.<\/li>\n<\/ul>\n<p><p>Scripted ai chatbots are chatbots that operate based on pre-determined scripts stored in their library. When a user inputs a query, or in the case of chatbots with speech-to-text conversion modules, speaks a query, the chatbot replies according to the predefined script within its library. This makes it challenging to integrate these chatbots with NLP-supported speech-to-text conversion modules, and they are rarely suitable for conversion into intelligent virtual assistants. This understanding is crucial for the chatbot to provide accurate and relevant responses. As the narrative of conversational AI shifts, NLP chatbots bring new dimensions to customer engagement.<\/p>\n<\/p>\n<p><h2>How to Build a Chatbot Using NLP?<\/h2>\n<\/p>\n<p><p>NLP, or Natural Language Processing, stands for teaching machines to understand human speech and spoken words. NLP combines computational linguistics, which involves rule-based modeling of human language, with intelligent algorithms like statistical, machine, and deep learning algorithms. Together, these technologies create the smart voice assistants and chatbots we use daily. In the years that have followed, AI has refined its ability to deliver increasingly pertinent and personalized responses, elevating customer satisfaction. NLP stands for Natural Language Processing, a form of artificial intelligence that deals with understanding natural language and how humans interact with computers.<\/p>\n<\/p>\n<div style='border: grey dashed 1px;padding: 11px;'>\n<h3>Meet Alpaca: The Open Source ChatGPT Made for Less Than $600 &#8211; AI Business<\/h3>\n<p>Meet Alpaca: The Open Source ChatGPT Made for Less Than $600.<\/p>\n<p>Posted: Mon, 20 Mar 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiVWh0dHBzOi8vYWlidXNpbmVzcy5jb20vbmxwL21lZXQtYWxwYWNhLXRoZS1vcGVuLXNvdXJjZS1jaGF0Z3B0LW1hZGUtZm9yLWxlc3MtdGhhbi02MDDSAQA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>For example, English is a natural language, while Java is a programming one. You can create your free account now and start building your chatbot right off the bat. If you want to <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">nlp chatbot<\/a> create a chatbot without having to code, you can use a chatbot builder. Many of them offer an intuitive drag-and-drop interface, NLP support, and ready-made conversation flows.<\/p>\n<\/p>\n<p><p>For example, a restaurant would want its chatbot is programmed to answer for opening\/closing hours, available reservations, phone numbers or extensions, etc. Build your own copilot with the Pieces Client, based on how the Pieces Copilot uses context to understand your questions. Hence, teaching the model to choose between stem and lem for a given token is a very significant step in the training process. The input we provide is in an unstructured format, but the machine only accepts input in a structured format. Here, we use the load_model function from Keras to load the pre-trained model from the &#8216;model.h5&#8217; file.<\/p>\n<\/p>\n<p><p>Instead of relying on bot development frameworks or platforms, this tutorial will help you by giving you a deeper understanding of the underlying concepts. By following this tutorial, you will gain hands-on experience in implementing an end-to-end chatbot solution using deep learning techniques. NLP chatbots have redefined the landscape of customer conversations due to their ability to comprehend natural language. NLP conversational AI refers to the integration of NLP technologies into conversational AI systems.<\/p>\n<\/p>\n<p><h2>Build a Dialogflow-WhatsApp Chatbot without Coding<\/h2>\n<\/p>\n<p><p>Given these customer-centric advantages, NLP chatbots are increasingly becoming a cornerstone of strategic customer engagement models for many organizations. What allows NLP chatbots to facilitate such engaging and seemingly spontaneous conversations with users? The answer resides in the intricacies of natural language processing. You can use our platform and its tools and build a powerful AI-powered chatbot in easy steps.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\"><\/p>\n<figure><img src='data:image\/jpeg;base64,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' alt='nlp chatbot' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='407px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>It\u2019s incredible just how intelligent chatbots can be if you take the time to feed them the information they need to evolve and make a difference in your business. To learn more about NLP and why you should adopt applied artificial intelligence, read our recent article on the topic. They&#8217;re designed to strictly follow conversational rules set up by their creator. If a user inputs a specific  command, a rule-based bot will churn out a preformed response.<\/p>\n<\/p>\n<p><p>Over time, chatbot algorithms became capable of more complex rules-based programming and even natural language processing, allowing customer queries to be expressed in a conversational way. In this guide, one will learn about the basics of NLP and chatbots, including the fundamental concepts, techniques, and tools involved in building them. NLP is a subfield of AI that deals with the interaction between computers and humans using natural language. It is used in chatbot development to understand the context and sentiment of the user\u2019s input and respond accordingly.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"303px\" alt=\"nlp chatbot\"\/><\/p>\n<p><p>Inaccuracies in the end result due to homonyms, accented speech, colloquial, vernacular, and slang terms are nearly impossible for a computer to decipher. Contrary to the common notion that chatbots can only use for conversations with consumers, these little smart AI applications actually have many other uses within an organization. Here are some of the most prominent areas of a business that chatbots can transform.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"309px\" alt=\"nlp chatbot\"\/><\/p>\n<p><p>In general, it\u2019s good to look for a platform that can improve agent efficiency, grow with you over time, and attract customers with a convenient application programming interface (API). With this taken care of, you can build your chatbot with these 3 simple steps. Leading NLP chatbot platforms \u2014 like Zowie \u2014&nbsp; come with built-in NLP, NLU, and NLG functionalities out of the box.<\/p>\n<\/p>\n<p><p>This step is key to understanding the user\u2019s query or identifying specific information within user input. Next, you need to create a proper dialogue flow to handle the strands of conversation. Now when the bot has the user\u2019s input, intent, and context, it can generate responses in a dynamic manner specific to the details and demands of the query.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"308px\" alt=\"nlp chatbot\"\/><\/p>\n<p><p>Mostly, it would help if you first changed the language you want to use so that a computer can understand it. To fill the goal of NLP, syntactic and semantic analysis is used by making it simpler to interpret and clean up a dataset. Test the chatbot with real users and make adjustments based on their feedback. You can utilize manual testing because there are not many scenarios to check. Testing helps you to determine whether your AI NLP chatbot performs appropriately. Machine learning is a subfield of Artificial Intelligence (AI), which aims to develop methodologies and techniques that allow machines to learn.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Everything you need to know about an NLP AI Chatbot More rudimentary chatbots are only&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[59],"tags":[],"class_list":["post-83255","post","type-post","status-publish","format-standard","hentry","category-ai-news"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=\/wp\/v2\/posts\/83255","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=83255"}],"version-history":[{"count":0,"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=\/wp\/v2\/posts\/83255\/revisions"}],"wp:attachment":[{"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=83255"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=83255"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shilpanchaltoday.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=83255"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}